{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fake news detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn import feature_extraction, linear_model, model_selection, preprocessing\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.pipeline import Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Read datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "fake = pd.read_csv(\"data/Fake.csv\")\n",
    "true = pd.read_csv(\"data/True.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23481, 4)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(21417, 4)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data cleaning and preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add flag to track fake and real\n",
    "fake['target'] = 'fake'\n",
    "true['target'] = 'true'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(44898, 5)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Concatenate dataframes\n",
    "data = pd.concat([fake, true]).reset_index(drop = True)\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Shuffle the data\n",
    "from sklearn.utils import shuffle\n",
    "data = shuffle(data)\n",
    "data = data.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "      <th>subject</th>\n",
       "      <th>date</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Portuguese ex-PM Socrates indicted on corrupti...</td>\n",
       "      <td>LISBON (Reuters) - Former Portuguese prime min...</td>\n",
       "      <td>worldnews</td>\n",
       "      <td>October 11, 2017</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Boiler Room EP #113 – ‘CNN is ISIS’</td>\n",
       "      <td>Tune in to the Alternate Current Radio Network...</td>\n",
       "      <td>Middle-east</td>\n",
       "      <td>June 16, 2017</td>\n",
       "      <td>fake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HILLARY GOT DESTROYED By Chris Wallace On FOX ...</td>\n",
       "      <td>Hillary shouldn t be on FOX News giving interv...</td>\n",
       "      <td>left-news</td>\n",
       "      <td>Aug 3, 2016</td>\n",
       "      <td>fake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Trump recommits to U.S. allies but says they m...</td>\n",
       "      <td>WASHINGTON (Reuters) - President Donald Trump ...</td>\n",
       "      <td>politicsNews</td>\n",
       "      <td>March 1, 2017</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OAS says Honduran vote results in doubt due to...</td>\n",
       "      <td>TEGUCIGALPA (Reuters) - Observers cannot be ce...</td>\n",
       "      <td>worldnews</td>\n",
       "      <td>December 4, 2017</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               title  \\\n",
       "0  Portuguese ex-PM Socrates indicted on corrupti...   \n",
       "1                Boiler Room EP #113 – ‘CNN is ISIS’   \n",
       "2  HILLARY GOT DESTROYED By Chris Wallace On FOX ...   \n",
       "3  Trump recommits to U.S. allies but says they m...   \n",
       "4  OAS says Honduran vote results in doubt due to...   \n",
       "\n",
       "                                                text       subject  \\\n",
       "0  LISBON (Reuters) - Former Portuguese prime min...     worldnews   \n",
       "1  Tune in to the Alternate Current Radio Network...   Middle-east   \n",
       "2  Hillary shouldn t be on FOX News giving interv...     left-news   \n",
       "3  WASHINGTON (Reuters) - President Donald Trump ...  politicsNews   \n",
       "4  TEGUCIGALPA (Reuters) - Observers cannot be ce...     worldnews   \n",
       "\n",
       "                date target  \n",
       "0  October 11, 2017    true  \n",
       "1      June 16, 2017   fake  \n",
       "2        Aug 3, 2016   fake  \n",
       "3     March 1, 2017    true  \n",
       "4  December 4, 2017    true  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check the data\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "      <th>subject</th>\n",
       "      <th>target</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Trump uses policy speech to attack media, prom...</td>\n",
       "      <td>GETTSYBURG, Pa. (Reuters) - U.S. Republican pr...</td>\n",
       "      <td>politicsNews</td>\n",
       "      <td>true</td>\n",
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       "      <th>1</th>\n",
       "      <td>Liz Cheney's Wyoming campaign backed by big na...</td>\n",
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       "      <td>politicsNews</td>\n",
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       "      <th>2</th>\n",
       "      <td>Togolese to vote on presidential term limits a...</td>\n",
       "      <td>LOME (Reuters) - A bill to limit presidents in...</td>\n",
       "      <td>worldnews</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hillary Clinton says U.S. threats of war with ...</td>\n",
       "      <td>SEOUL (Reuters) - Former U.S. presidential can...</td>\n",
       "      <td>politicsNews</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Trump administration, world financial official...</td>\n",
       "      <td>WASHINGTON (Reuters) - The Trump administratio...</td>\n",
       "      <td>politicsNews</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               title  \\\n",
       "0  Trump uses policy speech to attack media, prom...   \n",
       "1  Liz Cheney's Wyoming campaign backed by big na...   \n",
       "2  Togolese to vote on presidential term limits a...   \n",
       "3  Hillary Clinton says U.S. threats of war with ...   \n",
       "4  Trump administration, world financial official...   \n",
       "\n",
       "                                                text       subject target  \n",
       "0  GETTSYBURG, Pa. (Reuters) - U.S. Republican pr...  politicsNews   true  \n",
       "1  CODY, Wyo. (Reuters) - Former Vice President D...  politicsNews   true  \n",
       "2  LOME (Reuters) - A bill to limit presidents in...     worldnews   true  \n",
       "3  SEOUL (Reuters) - Former U.S. presidential can...  politicsNews   true  \n",
       "4  WASHINGTON (Reuters) - The Trump administratio...  politicsNews   true  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Removing the date (we won't use it for the analysis)\n",
    "data.drop([\"date\"],axis=1,inplace=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>GETTSYBURG, Pa. (Reuters) - U.S. Republican pr...</td>\n",
       "      <td>politicsNews</td>\n",
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       "      <th>1</th>\n",
       "      <td>CODY, Wyo. (Reuters) - Former Vice President D...</td>\n",
       "      <td>politicsNews</td>\n",
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       "    </tr>\n",
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       "      <th>2</th>\n",
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       "      <td>worldnews</td>\n",
       "      <td>true</td>\n",
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       "      <th>3</th>\n",
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       "                                                text       subject target\n",
       "0  GETTSYBURG, Pa. (Reuters) - U.S. Republican pr...  politicsNews   true\n",
       "1  CODY, Wyo. (Reuters) - Former Vice President D...  politicsNews   true\n",
       "2  LOME (Reuters) - A bill to limit presidents in...     worldnews   true\n",
       "3  SEOUL (Reuters) - Former U.S. presidential can...  politicsNews   true\n",
       "4  WASHINGTON (Reuters) - The Trump administratio...  politicsNews   true"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Removing the title (we will only use the text)\n",
    "data.drop([\"title\"],axis=1,inplace=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>3</th>\n",
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       "      <td>politicsNews</td>\n",
       "      <td>true</td>\n",
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       "</div>"
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      "text/plain": [
       "                                                text       subject target\n",
       "0  gettsyburg, pa. (reuters) - u.s. republican pr...  politicsNews   true\n",
       "1  cody, wyo. (reuters) - former vice president d...  politicsNews   true\n",
       "2  lome (reuters) - a bill to limit presidents in...     worldnews   true\n",
       "3  seoul (reuters) - former u.s. presidential can...  politicsNews   true\n",
       "4  washington (reuters) - the trump administratio...  politicsNews   true"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert to lowercase\n",
    "\n",
    "data['text'] = data['text'].apply(lambda x: x.lower())\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove punctuation\n",
    "\n",
    "import string\n",
    "\n",
    "def punctuation_removal(text):\n",
    "    all_list = [char for char in text if char not in string.punctuation]\n",
    "    clean_str = ''.join(all_list)\n",
    "    return clean_str\n",
    "\n",
    "data['text'] = data['text'].apply(punctuation_removal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                                                text       subject target\n",
       "0  gettsyburg pa reuters  us republican president...  politicsNews   true\n",
       "1  cody wyo reuters  former vice president dick c...  politicsNews   true\n",
       "2  lome reuters  a bill to limit presidents in to...     worldnews   true\n",
       "3  seoul reuters  former us presidential candidat...  politicsNews   true\n",
       "4  washington reuters  the trump administration h...  politicsNews   true"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package stopwords to\n",
      "[nltk_data]     /Users/faviovazquez/nltk_data...\n",
      "[nltk_data]   Package stopwords is already up-to-date!\n"
     ]
    }
   ],
   "source": [
    "# Removing stopwords\n",
    "import nltk\n",
    "nltk.download('stopwords')\n",
    "from nltk.corpus import stopwords\n",
    "stop = stopwords.words('english')\n",
    "\n",
    "data['text'] = data['text'].apply(lambda x: ' '.join([word for word in x.split() if word not in (stop)]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
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       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>cody wyo reuters former vice president dick ch...</td>\n",
       "      <td>politicsNews</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lome reuters bill limit presidents togo two te...</td>\n",
       "      <td>worldnews</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>seoul reuters former us presidential candidate...</td>\n",
       "      <td>politicsNews</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>washington reuters trump administration simple...</td>\n",
       "      <td>politicsNews</td>\n",
       "      <td>true</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                text       subject target\n",
       "0  gettsyburg pa reuters us republican presidenti...  politicsNews   true\n",
       "1  cody wyo reuters former vice president dick ch...  politicsNews   true\n",
       "2  lome reuters bill limit presidents togo two te...     worldnews   true\n",
       "3  seoul reuters former us presidential candidate...  politicsNews   true\n",
       "4  washington reuters trump administration simple...  politicsNews   true"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic data exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "subject\n",
      "Government News     1570\n",
      "Middle-east          778\n",
      "News                9050\n",
      "US_News              783\n",
      "left-news           4459\n",
      "politics            6841\n",
      "politicsNews       11272\n",
      "worldnews          10145\n",
      "Name: text, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How many articles per subject?\n",
    "print(data.groupby(['subject'])['text'].count())\n",
    "data.groupby(['subject'])['text'].count().plot(kind=\"bar\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "target\n",
      "fake    23481\n",
      "true    21417\n",
      "Name: text, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# How many fake and real articles?\n",
    "print(data.groupby(['target'])['text'].count())\n",
    "data.groupby(['target'])['text'].count().plot(kind=\"bar\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word cloud for fake news\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "fake_data = data[data[\"target\"] == \"fake\"]\n",
    "all_words = ' '.join([text for text in fake_data.text])\n",
    "\n",
    "wordcloud = WordCloud(width= 800, height= 500,\n",
    "                          max_font_size = 110,\n",
    "                          collocations = False).generate(all_words)\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ORYn3Ar/VpvmbTx51N+4LIhzCGOpBGPptrVPlc0fQonGk62AWZvEdG8UI4babeGaL6uVT+FctIVJSvXQCzwpM075jUb10Cj2exlyawa4UcNvNVVFCvufSmhtDLCj4toX0POx6BWolnEYwIzNLC3DxBL57w7MmJfJGpd8NJEXeSFrWvKCBeHD9/3cPRdOJdQ0Tyw0QTnUR694EQhDPb2bzK38I1w2qrm2yePaddV1NQlGJZPtI9e8inO5CUXVcs0ljcYza9MjNBc1CkNv2FOmhx1Zt9lybmSM/XdfSJBSVzp3PEusaZun8+7RKc8S7hkj0bseIpxEIrHqR2uxFmkuTAeG9KwhiXUN073kJgMrkWcpjJ+7LxadpEXp7DhGNdhKJZFFVg87cbvxlbaFlVWk0F1YITyiUZNuWbxONdqKqxrIoFjzfYXbuCNPTH96S9Bh6nIGBF+js3MPs7OGVdgDi8V6GB18mHs8jFC0Qp/oO5coVJibfxbKC5zmS6mbowHcxomlimT7C8ewKIW6Wppk5/UtalWsuuVA8R++eV0h0DiMUHYQIBvzKPDNn3qRVnuVeFK9CUYik86T7dmFE0xjRDDOnf7Eu4QnFOsjvfIlkfhuqbhCY0yWeY7F46UMWLr63UjaWHaB3z6tEUl0oSjAU+55Dde4is+d+hdOuUZk4var+ltW6pWbOd20qk2dWbSteXm25rM9fpj5/GQDViNCx6Qlcu027Mn+nl2UNPNtn5sja4KMrb06u+j/10Wo36vTH80x/fOt2R/5+9Jb77wYPLEqr3fRxLJ8DL8UJRRXi6WtVL0zbPP/NFK/8doaJCyaj59ps2hVhz1NRuvoMnno1wfgFk9MfN/nm73fw6u9kiCdV5ictpq88jJB1QTTdQyI3jBFNk+nbTas8h+85pPLbkUiMaAq7Hbx88Y5BIqmuFXGzYzVw7TaeY5MbOoDvuejhOFJKyrPn6N76HF2bDyF9D7tdozI/8rm0cPxDhpqIYQz2Ie5Ae+TUSjjX6Was0uoX364Wb/nfbdZwm7VV/6+Hb5m051d/ONrzq6OIpGvTXvz8aE+0UJzs1kNEO3oRqooeDsz0qh4mnMqtIlSa1UTRQjevSAiS/Tvo3vMyRiwdRLIoKoqqk9n8BPWZEaaP/Ay7UVp7qKKiGlEUTUcNRTFiKTzHYu7ELSJwhCDS0UN6cA/t8jzJvh3kdjyDompI3wsGZaGQ3XaIxXO/YeHMu3c+axaCWG6Agae/SyTTS2nsBPX5K/etZ7LtBpeuvIZAsGXLN8h2bGPk4t+taHgkEs+79p31PJtKbYKlwnkajVlczyKR6GPT8Ffo6zlEqXiRZmvxhlaC+6XrMYaGXqYjs42pqfeYXzixUreux9k0/GVi0S6mpt+nXL4CQiHf/Th9vc/guiZj479aIVNCqOSGD7Bw8QMmj/0EKSUdg/vo2fky+Z0vMXH0J3hOG9WI0PvYV0jlt7Fw8X3KU2eQvks8N0zvY19h4IlvMfbxX2O37t5d6rs2i5c+ZGn0CKmeHWw69F+sW1bRQvTs/hLZ4QOUpk5RGj+B3a6hGmEiya7A2r8MPZygf9/XCcWyzJ37NfXF0YBMb36Szq3P4FpNZs68yb2QtLuBZ5uUJ08HEVwPLRXDZwf3RHh+/eMyS3PBSzw7ZvPWX5eZGbP42/+nQO+wwdh5k4vH21SKwQWcumTx2p8VyfXoeJ4EAXpIUC16vPU3ZcIRBVUTzIxZvP7/lRjeGWZhyubC8RauI3nzr0osTAcz5Mun2yxO33+UllBUPMdkcfQwQtGC/1YDq1nGiCRpVeZpFCcIrDZV9HAcoWoUJk/QLE0jfY+5kXeIpnvxnDbN0iRms4TTrrFw6T2i6V6klFjN0gbZ+RxCzaTQe9fqtDbwYOCYdeZP/wp1mch07/0S6aG9NBcnmD/11ipLlfQ9rHrhpvUYsTQ9j7+K06wyc+ED7EYZRQ0ivjq2HCQ9vI92ZTEgMddbsqSkeOUo1enzKJpBvHsT/U995477L1Sd3PanEIpKffYi1ekRPLuFFoqR2fQ4yf6ddO56nlZhmtrMrcOdgwoFsc4hBp7+HuF0N6XR48we/wVO80Hke5G4biDO9X0XKSWua+K4rZuWdl2T6ekPVm2zrBrxWJ6+3qeIRDrWEB7fdzGMGIMDL5NODTEx+Q6LS6dXWXcymc0kE/3Mzn3C7NyRFcvi9MxHpJKDdOb2MDt3BNO8es6SVnmOhYvvrZC+xcsfEcv0ke7dxfyFd2lV2oFWcmAvxfHjLFx8fyVNgtUsoxoRhg5+j2TXZgoTx+7pW+x7DngOvmOttZZeh2g6T7p/D7WFy0yf+DmOec1FuOJGXkaqZwfRdC8LF9+nMHrtWsyPvEcsO0hmcB8Llz+873QLt4dc1wopVIGiq4hlaYr0JdL1g/Dwm5VXBIqxXF5KfGedsgIUXUVZ9sBIT+I5Hizrc4QqUEManumuaHYUIyjvWR7SWw5511WEJvDuIu/PPRGekRPXlO2VgkulEDR4+XSby6fXqt4dW3Luk9Uv1/mjLc4fXfvCTY9aTI+uvgHXH7s067A0e78uIkmzNEWzNLVmT23x8pptVrMUEJcbYNaXMOtLa7a3a4u0azfOgNaHMHSURAwlGkEYOkJVA1eE5yEdB9m28JotZPvRJGj8TEJVUVNx1EQMYSybsF0Padl49SZ+vXnvRFNRCG0ZQNH1B9vnm0FVUJNxlHgUJWQEySJ9iW/Z+PUGXq354DRgApRoFDUVR0TCCDVoSzoOXrONX63fsd7tfiE9F7N8zZTttIPBwbWaNAtTd+wKUjQDp1lj8qMf0y7PrZCa2uxFhKLRufNZUgO7WDz7zpoEa75jYS+3o0XigQX3DqMJrwo/l869z9zJN1cNTK3iDFokQbSjL4iMmb10c62TlIBcITv9T32HSCZP6coxZo7+/FMY7NaHECqGkUDXIyiKhhAKmhYGZOCKugGKojM08DK5zt2Mjv5yDdkRQiUe60ZRdaT0SCWHrh2r6nieg6ZFCIczK4RHSkm7Or/KwuW7No3SFOn+PYTiWVqVOSLpPKoeor40tsal2yhMIKVPLNtPcfIkUj685zua6UNRNGrzl1aRnRshFJVoOr98LXzinZtW9imaju85hIws4VgHjUf0DITSYXpfHKb3hSFiPQmklJjFFuXzBcZ+eoHm3OrzU8MaQ9/YRv+XNxPtjuM0bBY/mWXsZxdozV87B8VQye3tZvDVraS351A0hcZMlck3rzD/0RRuy6Fzfy+P/ddPcvJffUTxzAJaTGfPPztI1/5ezv/pcabfHgMBO35vL+ntnRz+X9/GM+/svn4qiQc3cHOISJjI7i2Ed21FH8ijZTMo8WgQxr08EPmNFm6ljrtYwJmexxwZwx77bLgu1Gya2DNPoITXcTcA0vcxT41gXZlct8zNK1eJHtiNMdgLQPvMRayL4wDo+RzRpx8nvH0TWr4TNR4BRQnITq2JM7eIefYSzU/O4FfvIG+DECjJOHpXFq2rA60rS/TAnmuh9SGD+MtPEXls+y2raR0/hz26lkSvB32wl+iB3YS2DqF351ASMYSuIV0Pv9YIzmNkjPbRszjza4n1zaDlc8SfPwiAW6zQOnIKv9lGhA2i+/cQeWIXxkAeNZ0M9Emeh2yZOIsl7LEpmkdOB+fwObFK+q5N6cpR2jdoKjzbpDp5ls6dz6KFYuiR5APJKHs9nGaV4uUja4iJWV2ksTBGLDeAEcug6iG8m4Q/+74LUhLNDSxbdvKURo8/crJjGHF684fIdGzBMBLB5Ev6aHoEIW4+ZORyOwFQFYNwOM21JJIBhFBQtTCaGmbT8KvczFXjOE1UdbVw3XNXE18pfTzHRCBQ9eC7o+kRQCyHmK+u1/ccfNdG1SPXhPcPCZoRQUof17q55ewqhKKi6mE0I8LAE99e02cIJgCPUsS/+Xu72PY7j1E4Nc/Mu2MIRSHWmyT/TD9zH02uJjwC8s8Okn9mgKUTc5QvFOjY1cmO399HuCPCqX/zMU7TRqiCvheG2PfHT2PVLBaPzOA5Hh07c+z/75/n4p+f4vKPzuK2HfSYQXprB8UzCxiJELnHe4j2JOjY1cX022PoMYPUthxCcMdkBzYIz6OBphLesZnk117A2NQf5Mu5MaJNAaGpKJEwWmcHbB1EOi6ND45R+owQHi2TIvnq86jpxLplpOPi15t3TXiEphJ5Yhfx54KkYEo0gj0xS2TvDlLffhm9rzuwhF03IxfRCEo0gtadJbxrC5H9u6n86Je3JCGhHZtJfetl1Gw6yFcUDiHCxirtjhIyiD+7/7Z9douVgIzehiwoiRjxF58k/sJBtM4OhLb6NRSGgpLLoOUyhHduJvbUPuq/+ojmkVPI1q0Hbb0zS+q3XgHAmVvCHp/GT9ikvvMKkX07UWOR1ddMVcEwUNNJQlsGiTy+i9qb79N87+hDSyWgRhNBiP4DsFy5VpPmOiJO12ohpY8QykMZPNrlOezW2mgh6Xt4VhspJYqm3TSRobwaZdfRF5CdVBfFS4eZO/HGIyU7IBgaeJmurr3MLxxnqXAO1zWR0iPfvZ/enkM3Pco0K4xPvE1ndhc9+QM4TpOZ2U9WLCpS+njLbrSxsTeo1tbeMyl9THO1zubq8g8rvRMKmh5FInGXCaxjNQGJHooGz/Z175+qGahaCNdu3bfQ/nZw7XbQv1D0luWk7+E6Jo7VYOr4azTLawXQUvpBtOQjgNAUcvvytBabnP0PR6mNlkGAFtXRYwZmaTV5F0KghTWO/h/vUjyzgO/4xHoTHPwfXqT3hSFG/vwUTtMm2h1n5w/30y62OPYv36M2Vkb6EiMVZu9/8xTb/8u9lM4v0pytY5ZaJIYzAIQyEfSoQen8ErG+JHoiRCgdJtoVZ+7DuxtX7orwqPEw6Zf2IH2fym/O4ZsO0W09RDZ1I12P1sgM5nQRfInQVKI7+wgPdSIdj/boAub4AnId/x+AMDRCvR0Y+QxaOoZiaEjPw2ta2ItVrIlFvOaDc+voXSmSB7aghHV816N5ZhJzfH1XlNBUQn0dhPpzaMlokC+gZWLPV2iPL+K3bt83oevEnn2C1PdeRc0k14hipecjbTtIsx0ygiSBQgQ/TcUaGbvv835QkK6LV6sH/QzpDzWhoTHUS+TxnWR+55uoHSkEIF0Pr1bHN22Epq5YLYQQiHCI8O6tZHSdwv/9F3iFmwsWtc4MoW3Da0jOw4ISi5L+/qvEX3oqyI+0nIFZOi5+tY5vOyiGHpBITUPoOvpAD5nf/TZqJkXt5+/cMRFRM0mM4X4ie7YRObhnZbtXb+I3gtwdSjwWWJaEQKgKWneW9G9/DWk7ND84Bt4DTqmgKOSe+hLFI++sEWffC3zXWXGHrYEMwuwRPJTEl067sf6yGiuDq7jR2LG838eIJul78lvEOgexm1WKlz956GRHSi9wUa3zrmpahFRqkHa7yMzMx5hW4F5SFA1NC69EbN2IRmOeSmWMRmMOTY8wMPAitt1kqXAWKX2k9Kg3gsAQXY/RbM6vjQ68AUIIopleFNXA94LrrGoh4p1DeHYbqxHoulqVWVyrRbJ7G6WpM/jXWYUSXVtACBrFqYeezLJVnkH6Lqn8dkqTp9Z1a0nfo1Wexfc8tFCUdmXuttfi04R0fapXSgx/azubvrWD6bdHKV8s4tRtnPra511KSencIotHr2Wgbi81KZ1fIrsvjx4PpAGprVlSmzOc+reHqY6VV7iAVW4z/toIw9/YRteBPkYunKRdaJHoTyE0hfTWLGaxyeIn0/S/sploVwwtqhPtjlO5eHNt33q4K8KjpWLk/8nLSN/Hmi4S6u2g8/tPY/RkwJOY0wXm//TXNM9Nkf3mAbLfOIDRlUJ6PvZSlcW/+ZDyr06v+YiqqSipZ3aQPLSVUG8HWiqKEgkFYeW+xLdc3HoLa7pI+a1TVD++iLTvzxcb6usg/09fIfnUNpBQeecM9U/W6neCDipEhrvo+Pp+YrsH0LMJlLARrAFiO7jVFub4IqW3TlE/emX9vikKkYN7SP+jr6Em48uhk35gAbk8gXl+FGdhKciXI0EJG6idWUKb+jE29SNN6+5dQw8RztwShX//14FVxNACC0ksQmT/buGc05gAACAASURBVCJ7tgXWgwcEvT8fXLeOFH6zTfvUBdrHzuEWy4HuRFVQ00liBx8jevAxRDSMEILQpj7iLxyk+tO3b7qAqT0+Q+XHb6y2siiC2KG9K+4037JpfngCd+nWM67buYJEyCDx1eeIPXcAoalIKfGqdVpHz9I+NYJXqSJdLyBvmRSRJ3YRfWIXSjIeHPuVZ/FbbRpvf3RHWhsRMkh+8yXUdBI8H3tylub7x7Cn5vDbJiBRwmGMTQPEXzqE3teFEAI1FiHx5WewLoyuOufc01/Ga7cIZbtx6hUqZz/Bs0xiA1uID+8AIahfPkNrZgzFCJPefRCjoxPfMqleOI7bapA9+BKJzbvRonE8s03h47dwm/eRLl7KT3/plqtN+9695yESCqmBXUFCSLOBHknQteclZg7/ZH0C9wDQbBVQ1RDdXY/jey6e76AoKqZZwfMsfN/GdlrEYl2kUkNQE6iKQTa7g0x6y22tJLZdZ3z8bbZt/RbDQ6/gOE3KlTFAUimPUqmOk+8+gBAK5coYvmej6zFi8W48z2Z29sh1Ie+CSCpP754vU5o6jZQ+2cF9JDqHKU6eWkmSZ9YKFMY+oWPwcXr3vEJp8nQQpdW5ia6tz1CdG6GxFPQBgmgqVQuywat6eNkqE7g9pfTxHWsllYhQtVVlhBCoRhg9kgQp8Vx7hWC1KvOUpk6TGz7I4IHvUJw4gWPWg8jDRCeOWac8FYSZV+dG6Oh/jK6tzyBUnfriaEAGwzEiqR48u83i5Y9W+vxp4/KPzoKE3heG6Hqyj+ZcndnfjDP3wSRmub2mWzdqeqQEz3KDucYyuY52x0ERNOfrawwfVtkMrED5INq5Plkh9swAkVyUjl2dNKZrFE7Ns/l7u4l2x9EiGkKB5uzdTZruyaWlGBrpF3cT2zOIMHTcUgM9lySyJU/XD56j/Osz5L7zFEIRWPMVjK4Uob4sXd9/hta5aayZ1WG5iSc2kf+Dl9FSMRDgt22cYh3fchCait4Rx+hOY3SliWzqQhgalXfO3NJadCsYPRnyP/wSqWe2I12f0lunWPzL93EKN7l4ApIHNpP/gy8RHuoEReA1TOz5MvgSNRHG6ExhdKWIbO1h6W8/ovj6caS1Vlit5ztJfeMllKtkR0rs0SmqP38X6/wVfNteO6NWFJrvH0WJR1HjMdzy3WXCfJiQlo0zed26MsuWKDUZJ7xzywMlPMLQ0To78KsNqj97m8b7x5CmtYpgOJNz2FcmcctVkt94KVjiQtOI7N1B88PjuAtrV4Z3ZhZw5lbrY4SqYPTnVwiPtB1aR05h3s66disXjRCEd24m8aWng34BXqFM5W/foHX8XHAu12NiFvPCFazLE6S/9ypaLoMSi5D8+gvY4zNYF29v6RNCBO5Qz6N98jzlv/lFcA1u6Kc1No0zPUfHD7+P3hNEpundOcJ7ttL49bUcHtHeTbRmxymfOUx6zyESm3ZhFuZI7zlI+XRQLr3nEE6tTKiji1AuT/HIr6+t+dVuUjlzmFBHF4XDb+M2anjWnaf2XxefD7nRKgghcM0W86d/hWs26Tv0bdKDe3DbdeaO/xLPebB6o6soFUcoZjbTmdtNd9c+pPRpNBe4dPlntFqL+L7L7OzHDA6+zJYt3wgGdd+hUZ9lZvYwvT1P3raNZmuR0bE32bbtt9g0/BXsS39PszkfuLPG32Kg/3k6c3vo7TmEECq+7+A4LRYWT3L9zZTSpzo3QiSdZ9vwflQ9hO86VGdHWBh5b+Ua+a7F3Pl3kFKS6XuMzi1Pr2xvFKaYPfvWSsI/oWh0bnmK7OA+FC2EEU2hGVEGnvgWjtnEdy3mR96lPHUWkKTyO8jvfBFNj6CF46h6mK4tz5Du3YXvWJSmzwZRZJ4b9OPcr5GeS6pnB8n8NoRQkL6HYzVYuvTRyrm5VpOpU6/Ts+slskOP0739uZWcba7VpDD6aPOYteYbnPn3nzDxi0vknxmg80Avu//ZQfpeHObkv/qI+tR145AE37mF9eyqhdOXVzX6wTZ5Q5nr3JHV0RJ9Lw0T70uSGEwx+94EzfkGVrlNcjiDFtVpTNewG3fndr83whM2SD+/i9onlym9eRLpS/K/+yLx/ZuI7uhD70xiTS2x9JPDuNUWHa8+TvZbB9E7k8T3Dq0hPM2zU1gzRey5MvUTY7THFnBLjRXCY/Sk6fjK4ySe2ISeTZL7ziEap8Zxlu7eJH69ZUd6kuIvjrP4l+/jVm6ejTOytTcgO5u68Rptyr8+Q/3oFdxKE+lLtFSU+N4hOl59HD2boPt3nscp1qm+d8Pq4JpK7IUD6L1dK24Me2KW8l+8Flht1ps5+X4gxrVsvOKDCFF9iFh2Idxv+u+bQQiB9Hwa7x2h8ZtP1nXr+M02jXcOE3lsO6Etgwgh0Hu70DLpmxKeYCri3bBJrr4fyxFzN5a7q/6HQ8RfeBI1FeidpOtRe/MDmodPrVuvNG2aH59EjcdI//ZXA9LXkSb+8iGs0cmbWqxuBnt6nsqPfok7t47w2fMwL47T+OAY6e9+GaHriJBBaPMgjXeOrFwLzzZpTl3BWpqjPTtBJD+AFAK31aQ9N4F0XRJb9hDu6sMuLSJUldSu/dSvnMNtBVFznmUiPRfPbOOZNxN3fgHXXFsHjYVRSleOBev4GWH6nvw2ue1PYzfKLJ5//4Flsb4eplXh4sW/Jx7PB1oY6WPbdSzz2relUByh2SoQi+ZQFB3XNWk05/E8m3a7SLN17TkKcvz8DMuq4a+4jCS1+jQXL/2ESLhjVbRWu13kypXXicY6CYfSCKHg+Q62VaPVLt7g2pGYtSUK40eJZnpR9TCu1aRVnl2TPdlp15g59QtKkyeDxZ+FuFb2uvWnpPRvm325XV3k6mhs1hZZurL+kiNWo7hq8Wm7VWHq5OsUxo8TimVQVC3ItGzWaddWv39mbYmZU7/EiHWgRxIIRcV3LexWbTn699Eyed/2qI6WqI6WGH9thKFvbGffP3+KxeOzNP7q7Ep4OHBHXW1M15CeT2IwjaKpq0hStDuOHtVpzNSRnk9trIxQFbJ78whVpXK5hNtyqFwuktmeQw2p1MbKuK27zAx9V6WXIVQFt2FS/PkxWiOB4Kr4+jHiTwwH8fUhncJPj1A/egUklIUg86XHUMIGof7smvqcQo3pf/0aXtPCa5hrXELtK/OY40sM/HffIbq9l1BvB+HBzjsjPNe9QKGBLD0//BKJQ9uRtkvxF8dY+tuP1iU7ajxM7rcOEh7uwm/bLP7V+5TeOInXWD37ap6fwik36Pnhl1BTUbLfOEDjxNiqcnpnlvDuraAFVg+/1ab+1gfBwCUlRiqHb5u47dv78IWiEO7oQTXCtEvzgQD0HwCcuUWah0/fVsPi1ZuYF8cIbRkEAteOmk2tETR+mjAGezCW+wNgjU7RPn7u9iTKcWkdPUNk/27C24YCS9H2TRgDPXcUrScdh9bhU2usWGvgeVgXx/HqTbSOYDV3NZ1EiYTwrxdKr/CRYKomrl7Tq5dVBtut8hJLH7xBbGAL2YMvUTl/lOb4xZvUEyDQwsjlxUq/uKuVXw8pg4zV0vcoj51Cj6bI7/syXXtewmqUqE6dfyikx3YalMrruO+DntFuF2i31+ojSuVLq/57nk2hcO6mddTrM9TrawW5nm+vu+9mcNo1qnewFqHvOTSLUzSLt4iUlD7N4iTN4p1JA9ZLPXIrSN+lVZ6hdRMx8vUIRzvYsu/7jJ37GeXC+F21cT9QUDEIY7LOuBfWiOUT2A0Lu2riuz5uy6ExXQ0m+VE9+JTeZbvVsRLFc4v0vbyJxWOzlEcKSM8nkoux6ds7MEttlk7M4js+VsXErll07e8JCNBoCc90qY6W2PzdXSiawuLxWdz2p0B4pJQ4i5VVlhpzqoDXtNASEey5Mu3xpZUr4tbbOMU64YFO1EQEVGWN68aausns+1qDWFMFWuemiGzOBy6H7vRt+yhdb8XtZeQz9Pzhl0k+uRXp+RR+9gmLf/3BLYXGod4Okk9tB0XQGpmh/PaZNWQHQFou1ffOk3n5MWK7+gkPdRLd0RcQvmVoPZ3oPV0rwlh3vhAMeMvWkOyup2kvTVO5cvKW5wUEa3Z15Mlsf5LCqXepTZ6//TGfc0hfYo/P4M7fgUjN91dZc4QQKLEoKAK8R0N4wjs2o8QiAEjPwxoZxS3dmcXOLZSxLo8T2tyP0LRll+HmOyM8LZP2mUt3RPTcYhl/OdeTECIQoocMWCY8aihMtG8TTq1COD+AXSlgFeaIDW7D6OgC6aPFEliFebRYEik9apdOoyVShHM9NMcvIl0HKX30ZAbfbAd5U6TEqhVAQiTdTSK/mcrkuYcy2K+PR2tZ8l2LpQsfYsTTZLceou/AN3FadVqFz45m74sMPZRAD8Vo1xdvKiCOxLvwPQer/eAWtxWKghFJrSwr8WkhSoJu0c8Veeam+yO5KI//ybNAoJHxTBctapDb10270GLx6Cz+PQQzmIUWF/7zCR7/k2c5+C9epHhqAd/xSG7pIDmcYeTPTlC+EHzffcejPlFm6BvbWTgysxIZ1piuYSRCCEXQnKnfNeu65yvt1tt4zWuDv3Q9vIaJlojgVlt4tevMiJ6PbzorGRaFqqw2h90hnFIj0B8IgRK+fZipbwbsLzSQo+e/+gqJ/ZvxWhZLf3eY4mtHbxtVFd09gBoLIx2X5oXpdS1BEOiO2mMLxHb1oyUihIe7rhEeXcPoz6MY1xLZmSNjq2fOgKKHCWe6kb6P3aggPQehauixNIqq4ZoN3HYD6blUx84QyfauOl6PZ0D6qKEIntXGadU+N/lUbgfpODgzC0jnDhi9ZGXgvoqryQkfCTQNvb87yK9E0Dd7au7OI6BkQPZ800aNa6Br6H15RDi0VvtzA5zFEt6d5CIi0GRd3yehqqvE3L7roIVjdD77VdxGjfrls3hmk9rISToefxaEoHbhBHa1SCQ/QHLHE8GaYvUq1UvHgjpsi9rIKdK7n8TfalI4/DZeu0l97jKt0gzRjl4Gnv1HdO56Ac9qITQDpM/ssddpl2bX9PleEc7kieUGUPUQih4inM4vrx4t6N79Ila9hO9aeI5FqzBFu7zAw3YxeFaTueO/RI8kSfXvou/gN5n88EdYtbuzMGzg7pHKDhNN5JluvoP0brQgC7oGD9IoTz1QwvOgECJCD8OERIQIMRpUmJKXiJKkU/ShoFCRBZaYIUkHA2IrURIYIkJdlplmtbWvXWgx9eZlup/qJ7WlA9VQcVsO8x9NMfXWFcqXiteMGS2HypUiZukG9/RyosLKpeJKJmTpSxY+mebw//IrBr+ylcyuzuXEgzUu/vkpFo/N4llBWd/1WTo5T/axPItHr1nKGjM1imcXUTRBferuJR73Rnh8id+yV7///rLOQYJv2itk4+rJr/g5hUAo6yeAUmNhjO4UWjaBGguhhHSEpqFoKrHHBgOy5EvWiY5c3U3TRs8l6fmnr5B8cgte02LhL9+n+NrRO4ryimzuXp74CcLDXXT94Ln1C6sK4f5ccIqaipaKrliyhKaida925dkTM6vIiFBUUsO7CGe60aIJ6pMXqIyeJDW0h3jf1iAiRAgWT7yN01h7o4Wi0v/Cb2PVCiiKiqKHWDjxK6zynWd8/ixDOg5u8S4+NjfO0h4V2QHUeBQ1GV+x7knTwl0nTH49uIulldXuhRBoHSmUaATvNoTHK5TAvcMopquZf6/ixpQJrkPlwjGsxdXEo37lDPUrq2eL7dkJ2rOr1/taKX/5DPXLq8tb9SJTH/2Yrt0vEu8aJt4dZJ/1HYtWafaBhu0KRSUz/Di9+7920/25Hc+s+j934g3M6hsPPawZwGnVmDn6Gno0RTy/hd4DX2fq47/DfYiRW59FWI0ic+ffXV7e5/6g6hESmUEisSxCKLQbS1SLQYSYEU6S7txKru/xlfw+vudQK45RL08SS/WRym6io3sX4UiGSDyH65iUFs5jt6uoevi6ulXazQLVwuhKGD0IIvEcicwQmhHBcy0a5Smatbm1/dRCdOR3YzZL1MuT3CnB7iAPAi7KE2xiF01qCBR6xSZm5RgmTTaJ3ViyRZlFVKnSIbq5KE/ctD7PdBl/7SLjr1286f7rUb6wxNv//CdrtvuOz+hPLjD6kwurtktPUr5QWLHkrAfpSabevMLUm1dWbW/O1Pjof3rztv1aD/dGeJbdRTfdhUTepdtAaAqhgc4g8mt3P3omjhINLa94roK6rBVQlvPR3OGHR4kYdP+Tl0gc3BKExkmJvVBB3kpRfh20VLCgoWJopJ/bSfq5nXd8ToqhrViyhKKgJuIr+6SUeJW1PmmzvMjC0TeJdg+S2f4kraUpksN7qI6dxq6X6Nz3EvHeLZQvHl233ebcGPWZS3TufZFE3zbsavFT+VA/dHj+GqvN5wUiHEKErmWjlq6L37y76CSv2QomFMtQYhFE6PZLX/ht64GJyN1mA3mn5OluISXNxXGmagX0aGoli67vuXh2K1gjSxMkciGaZZv63GUu/vzf4Dn2mizGelQnvbWD2niJi6//O6TvYlavEX/pexQvHaGxvGJ0tDvO0CvDlC6WWDi21opk1cuBsDisMfDiIOWRj6hOnyIxoKNFVezaWqtj8con1BdG8azWqkg06XssnnuPysRpnFb9pgs2WvUCi82jZJ58CtM118/1cx20XIrkKwdREhFaR0donbocWMKjYfzGA4iE+5Rh1gvMnP7FA6krnuyhs+9xHLuJoqjkevdiTB1jcfIIQqgoih64lZb1VEHeoOUQdkVDUfUg2kr6SN8PyPfyKxVbqbuNoijkevcSimRYmDiMlB7pzm30b3sZ22oEBCnehe/aawiPbsTp2fwcoUia6crb3I010cdFQyNMFIGCi4NBGImkRgkPl4asEidFmX/Y1sJ7dmnd+iN65zdL6CqpZ3fS/bsvYPRkAkF0rY2zUMGttfBNB992kbZLeLiL6Pbe21e6jOi2XmK7B4PB0vFQ4xG6f/AczmKV9uj8bbup6IF4Uno+9mIV7zZZbq+HXahfs+As6yFW4Hkrs/WrkL6PWVrAd23cdgNF1dBCUSLZHqT08B0nSMJ4i/T4nmth1Yr4toldKxFK55bXZvr8E54gOd/9rqH2aCA0NSDuV+HLNff/dpCWvSqcXOjaHYX9+47zwNyai++//tBXVHbNxrrJ91L5CD/435/gF//neaZOVajPrS0nFEG8N4GiK7hWG9eeIL0lQ2Iwi2u5lM4XUCMa6a0GasikeLZAY8EmlAkEmfX5CaKdwUTHrlvEeuL4lQbZ3TnCmQipTWkWTlxAj9VxrCi+66EYKulNafSEEUR+nltCDVtE802MuEFtOk5tsrai17NqhUCztA6k61J+9wMcr4Hek72jdcWi+7YgVIXK372Hb1ogAxKUeHk/5b95+1EH/DxS1MuTNKozSN9DKCo9m54jndtCcfYUVrvC0swJwrEsqhZifvwjPNdaITz1yiS2WSWV3Ux58SKFmcAqctXi2ChP0azOrtSdH36GdOcWCjMn8X2H/PDTtOpLTI78Es+1lyN0r73HUvpoRpRsfg9GOMnUxbcwm7fQs94ENUp00U+vGKYpa5RZIk4yiPRe1qYJBJ+d1IaPDvehlnowb1B0Wy89f/Rl9M4kftum9OZJqh+MYC+U8WptfNNZsSZ1/uC5ZTfT7d0TQggUQ6N1aY7SmyeJbu8l8+W9RLb2kP+DLzHz734R5NK5Bbx2MLPyTYfia0epfXLpluVXHVs3b7CCXdfnm166tQnUfN/DLC+wdPJdrMoCLOd0WA+Kqq9EuaihCL5jf2E0PNzgbfnc4cb7cLcetpXkFVfru9N2b9L2PUK6j5ZwCkUQimko6q0vnhbT6T7QQ3W0jNAUNn9jK9O/maTv2X6ssknXgTye6dEutZajpCS+4yGUwJLcsSMLAsqXSvQ9N8jiiTl6nuqjdKGIHg+0g6qh0n2gh/pUDdd02fTNrSwcm6NjRw6naZPZ2oGiKSQH00gpqU3cXf4s6bhBxvXrb7SmEjuwg/D2frxKk8bHZ/HqLZJfeZL4oZ1B4FzYoPbWJ4h8ltRXDxHa2oeaiODMFam+/vGdX2tNRzGCc5Wui28/XOuq0A2EpiFdF+k82CVNVC1EunMbkUQnqhYhmuxG+i5CqATfXR9JYLnxly08K5ASX3qB50L6a1yrqhYi1bmVaLwLVQ8TTXQH56MohIwUuhFjafr4Smj8jW+iEAr54WcwjDhXTv/4rskOgIaOioaOQVyksGWbJnVcXDroxqRFTCSZkYF7yMFGJ0SMJDYWDp9Py/m94NGupaUIks/sQO8MMsFW3jvP/J+9g1e9+eJrSki7Ky2GNVdm6v/6e6z5Mo0TY2iJCMmnthF/Ypiu33mOuf/4K7z6+uZeZ2n5I7X8gb1lJNmtcKN1QlPXrJ90M3hmk9biJOmtT2AWZ1H0ELXJC+B7RDr7MRIdRHJ9OO06VqWAoodIDu3CSGSIdvZTPP/xQ5+Rb+D2kI67mvwqSiCivgsIQ1+13prvuKtcXBsIIH1JY7a+KiFZu9hi4fgcyaEURipEtDPGxBtXAqvLOhCKgqIqqCGVUCqMWTZZPL1Adk8nSGguNLAq1wYKq2KydHKBUCqMHjVw2i6p4RSV0RLF84UHQtYju4cJb+2j/t5pwlv6SH39acp/82sa751CjUeQrkf9neN4tSYIQfPEJYShU/npB3dnURSC5J795F4MNE61cycovvfGQyM9aiRG9qWvER3cQntqjOJ7b+A27n/ZEQBVCzOw41WMcILi3Blsq4H0XaL/P3vvHeTnfd/5vZ7+6337YgvqohAECIBFpChSlEiZlC1ZtiyfYzuxk1wmdxdPLndzucxkJnOT8sfNXDx38dw49uk8is/W2ZasZkoUJUrsBEgQINGIBbb3/e2v96d+88ezWGCxBdgFSEKy3jOYAfC031O/7++nvN+xztWTjm0kLBTVYMfep9CDMfLzF7HMKp5rE0n0+itcq9nbZMKh6WHq5Tk81SHZMUSzlruh/mcdyNLKd0AIkF2JdmkHc2KcKiVCRGiXehkXHzAnxmiXekmQZknMUcWv/axToUKBHmknZZFnkds3PP5Zx8dKeCRZIjjgt2o7TYvq2bENyQ6ShN6Z3FKHl2faWNmyL6u/WGLh66+hJsKE9veSePwgdq7C0rdO4bXWf8Aaw3OknxXIukpoTxdyQN9w3c0gPOF7F62cirTGcLMycWmlMNGuVygMn8ZuVMlffptI9y60cBy31UA4FooRQg1Gqc2PghBo4ThWpYDbqtPMzSErKvnhd2hkf9HSei/Aa7aW0wzL2jWa6rfJc/sEWomG4YYUltdofmjmntvFwLEUoaTO5Z8ukuwNcfCznQy/kmVprMa+T7XTKNtMnS3QsSfG7kcyBGMa2bEaw69maS3XwaiGzM4H0/Tel0R4gsmzBSbPFnGtte98IKJy5Fd6yE82GD2Zw3MFiqHQ/VAP6aEMrXyD/OWcv60AzxV4tkdprEjvJ/uxGzazb0yjhTXaH+hCkiQqM1XMssmOx/uI9kSQZIlGtk7mvnYGn96FGlCRZImuE92k96dxmjaLZ+Zxbc+XI/J87y5VV5BVBTWoEUgG1pXj3ypCh3ai93UQlWXkcAAtk0COhnCyRbx6yy/sz12PJHmVOl7LxMmVtnxs2TDQEikAlGDoQy3619NtJI4+gqyq6Mk0tasX7xrhUfUg8cxOpodfIjd/AVlWSXccWLWOwPNrtFR92StstQywEC4I4dtRrLAkgaoFiWV2MjPyMrnZc8iySqr9ep2n1argOiaxVD+lpSt4qyaf/v5tq878+JvIskrf/mewWhWyUxurLCcf2U3imF/Qb1eaLP3VGfSWgUkTkyZhooCEwKNKiapY2+DiYDMt1s9WZJ46iNERBwSN8SWKb22m1/Szh4/ZLf0GYz0hVnLc660WGuohtKd7WUtle0drTWZZ+ItX6PmHz2D0ZWj7woPYhRrFl86tW4RdH56lNZ0j2N9O+FAf0eO7Kb91+ZbtxJIqr7a9cByc7OrBTdvRBe9eXEk31BeuWwW4ZoPqtF/dLlybysTFVdu6VgurutrXSZIVhPBoLk3TKi7e+mL8Ah8ZvHoDr1S5xneQAjpqW2pTF/ebobanV6JCQgjcYnmNrMHHjUjGYN/j7Vx9fYmBB1Ic/UIvrapNdanFoWe6uPDiPIMn0jz6u4PkJxvUiyaHnu6k91Ccl/79VayGw4Nf6WfXQxlmL5ZQAzJP/eO9vP3Xk7z/d8vFxMtmoNE2g0d/dxAjonH55Sze8rfDsz3mT82SfX8Rp2ljVizGvn8Vz/GY/PEYbsuhMlEikAogyTJmuYVVs7jyTV/LqlVsUXM8Gkt1EOC0HOyaxZVvfICsyni2S6tskj27QGE4j9tyMCsmY89fxa5ZzLw6iRrUSO5KUhotYMQDxPrjVCbLeNu0wgH876Qi07oyTf2M3z0jLBu3uDEx8D8tPwPK1bJy3cxUlrmtFtzNdhcMEejswW00cEtlqsUpMj33owfjaHqEQDi1qjRAeC618hyJ9r3s2PtpbKtOJT9Gtei/n47dolFdJNN9GN2IYlsNCguXljuuppb/P4amhwhE0iteYK5jsjj1Nt27HmfnfV/AbJRQVJ1mLcviDaRGCI9KYYK50dfpHHgI26xRzF5ZV4cqsq+bjueOAtCaL7H4rXdZbE7TLvXSRT82JnNiHGubaarkQ7tIfmIPIFF+d5zK+Zl1ted+VvGxEh4hBOZ8kehRkEMGkcP9VM+M4jVXz1xD+3ro/O0nMLpTftHXdg/oCWrnJln4Ty/T/d89g56J0fGbj+EUqlROj6yZBdnZMoUXztL5O0+gpaJ0/vanUEI65ZNXVukMgV9EanQnCe7qBPBNUq+dp+NizSysGEMCBPYNUjH0W+qo3C6E8CiPX8D5e6K6/JHiTscMOkb+dgAAIABJREFU18OcnCN49ABSwEAOBtD7ummcvnB7dhWyhDHQgxzwO5eE4/iaRHfp2blbyE/VCURV9JBCZjDM9PtFMv0Rom0BAhGVVsXh6Bd6mR+u8PL/O4Jjeuy4P8Fv/OujvP/8HHbLZf+THbz6H0e5+toSkgyP/d4ujn6hlws/9LtaXFcQiuscfLoLPajw0h9dobp0/ToIT9BYWv1umpZ/ja3K9fXqCze+Jy61myTq6zcVRDdzq/fZzDchfz0d7prLx6ha2A2bwpUCkZ4odt0id2HpzsgOgABzfJ7Arl7cYgXhCWRD27BbFvxCdzmgocTCfrfeHRouf1iwS3kaE1cJ9PTTnBzFyt3ZhC2ya4iOZ75Ebewyiz/4JlOXf0yqYwjNiFArzbA0c4ZgpB33hu63YnYY4TmE492AhHtjNEZ4zI6+SrJ9CCMYRwgX4Tk4dpOp4R+T7BhCN6LUy3MszZwlFO1Y2Xd+4RLNep54ZheqFsRslqmVfF0Z22qwMHEKq1VBCI/8wgUEHooaQJaV2xL3E0CBRQri7kxy7XLTb7KQJPS2KHoqTPMXhOcuwfWonLpC4pMHUCNBkp86hBIOUL8whVtvoUQCBHd3ET64AzUepvL2FaJHdvpRnu1CCCqnR1DTUbp+5wm0dIzO334Ct9aifnm1No5wXIo/PY/elST11GGMnhRdv/cU6c8dxZwt4FSbyy3nAbR0FDUeRktGqLw7sorwIAT2XBZ7MYfe3Q6ShNbdQfC+fTROn787RaVCUB47d+f7+QUAVtU8SKq6ustqG2h9MIr31CO+s7wsExjaiZpJ4izeWjlabUtj7O5HUvyZr1ep0Roeu6Pf82GgONPAtQU9B+NE2wKMncoxeCJNvDOA5wpc26N9V4T23REyAxEQoAX9j2sgohJO6yS6gzzyXwxw7Is7AD9qJDyBHvI/Vaouc+IrfYTiOt/7Py+sIjv3CoQrWDq3yNK57Q1CciRI7NPHCOzuQQoYpH7zM1RffY/GmWGUaIjUV55COC7NC2M4+QogcOtNsFcTGnuxgDWzROorn8EcnaXy0sdrSLkRnGqZ+ef/GjUcxalVcap34BkoSQS6+5D16zIQVqvMwuTqgu1GdfW9EZ5DMTtMMTu87m5ts0Z2eu31s1oVFidXe22t2rcQNCoLNCoLa7Z1rDrz42+sWrcwf3HNeh8lnHLDZ1ESqLGgrye3hdT7KkgyaihCIN2JHk3h2Salq36XmxoI49nWbUku3E18zCktqF+aZulbJ2n7woMosRCJxw8Q/8QQ1666pMjYxRrZb7xJ7b1xAgMdaKnIrXa7KYTtUvzJebRkhMyvPEhgsIOO33qc2T/54ZrCZLfWYvHrr+HkqyQ/ez9GV4rgnm6Cu7uuR4SWnV4lScKtm9jZtWFmZzFP64MRtI4MkqogR0LEnn4MJ5vHmpr7+emm+rmAwL2x5srQUdLJ5Rb/7c3UncUczQtXiD7xkF+P1t9D6MQhKi+8vqkwoKSphE7ch97fs1JHYY5OYU3ePdXhu4VW1aGaM+l/IIVjuSxcqbL70Tbad0eplywaZWu5LqfI6Mncqoj9/HCFnkNxrKbLhRfmqWSvExm76WA1HAJRjUBEY/JMEcf0eOCLOyhMN2iWfzblCjaCV2tSfuEk5WtpHiEQtgOeoPzi2yvkWzjuynej+upaETmv3qL43dd9ovwhGPreNQiBUy7ilO9cxVgNRzHaOv139RfYMpxai2tjrxIyUMLGrTZZH5JMZMce2o9/hmBbD5Ks0CosUB45h6wH6Hz08zTmJyhePr1pY40eS+O5Dk59a12OG2FLhEd4Hk65jmfZKy3bNy5zKw2ckIFbN29aJnArTexCzV92w7vnNS1y33uH1tQS8Yf3Ed6zAyORACEwc0WqVyYpnxymfmEK2dCxRvMYgSiKZyBJykq+9PoOBU65gaQoyx1Y67/oXsNk6TunUBNhYsd3Y/SkSX32KIt/9RreTb/frTZZ+u7bVN+fIHK4n9BQL0ZXEiUcwJ9dmVjZMq2JLI0rczRH1qpoCtum/sYZggd2o3V3+CHDnb0kf/M5yt9/GXNkym9DvTmMKct+iFHXUNtSXLMZuG0skzEk2Vd+Xvl/yf+3ovi54hsNILeDG44jKTd9bOS7eJyPAkJgzywgPF80UpJlwicOY34w6iskb4OcCtOi9sYZAkO7UDszSIpM9MmH8aoN6u+cQzTN1fuVJKSAQfjBw0SffAhJUxFC4FVq1F5+57ad0j9q5Cdr7P90J1Nni5TmfDLSfzTJ1Pslqksm0+dLfrHySJVG2UaWJRRdplWxyU3UqSy2UA2Z6XNFhCuQVV9s1LX9a9Os2Jz/wRytmsPT/+M+Tny5jze+Nray/F6BpMrIuoqsyn5nzbWOHU8gXA/h+NpgGzVgbJh+cr31t9ko/eG4m6a9ft6gJdPoyczK9b5XIOsGaizht97bFlb+3hQAdG9wSJANFcXYXkwkkO6k85FnkVWdwoW3CGS6UcN+o861+qn47vupjF3Y1DA7kOkmOrAfs7hIfWYEs5z3dam2GSDY0tlY2TKj/+tf+JGMm7qV7HyVif/rm0iKjGeunnE5xRrT//Z7SKqCZzlrlntNi8qpq9TOTZLpOkBHzwOEwu1U52eYH37J74wSgCfjfCeLfCpFj3OEZnKaUmG19LRdrDH+r/7Kt69w3BVV5UBUo2N/HC2o0ipbzF8q4VaazH31xyz+5auAP2NKdhgIV6MwufomCNulOTJPayKL/OJ7/ixLlvHbP3zlac9y/JnYBvfCmp6n8uIbJH79cyiRkK/VsHeAdMevY14Zx7wyjp0rIizH5w66hhKPonW1ow/0oHZmqP301MaER5ZR21IoiehKGkYydOSAjhQwCOwdXEkHSopMYN+gf41aJl7LRJjWsuGqg1drYC/kNqwxUbvafLuEVccxkAL6qvQLskxg/y5/lmpaNx3HxavVNz3OxwIB1tQczlIBrcO3CzH2DpD8zeeovXEGt1Dy67FkGTQVWfdNNq2pOdzCxjMRa3KWyg9fI/Glp1FiEZRknMSvP4Oxq4/muWGcQglhO0iqipqOE7x/iOD9+5EjIf/6NU0qP3oDc/TO5fY/LOQmG7TtjPD+87O0qg658Rr9DyQ5+50ZzJrDmW/N8Mnf38nn/vl+qjkTzVAw6w6v/9koxZkGZ78zw/2f76b3UIJW3SEY05g8W+T031zvOBSeYPFqhVf+dIQn/uFuqkstzn1/HiUSILLb9+cBcBoW5UsLt62sDhDZ3Uag7XoEuTFbojF1+5EHNWoQGcwQ399JZFcbwe44WsRA1lVfOLRpYxYbtObL1Mbz1CcLNOfKtHK1LUVhZN0guGMQSZaxqxXMhbVGsmo0jtHehSTLeLZNa3EWr3lTF6wsE+zpRwkEcVstmtObp0qVUAQtkUQJhECWEa6L12xgl4u4zduoH5Rk9Ew7+nIH2M3wbJvW/AyeeZvq0LKCEgyhhiMooQiR3ftRo3EAtGic8K4hxDrt9EIImtPjeOZt1KdIEmo4ihpLIBt+sbtwXdxGDbtcvK19RA8dRQmG8CwTp1a9ZwnParujmybJW0Bs8CCyojH32repz43TfvwpYjsP+odwHcziEuHunUjq5vIc1anLtPLzBDt2EN99BM+xMItLtPJzmOXcliPuW6NvrodT2ICNeWJjc83lqMumEAKvYZIbP095Zoxde5+FlruqgNl1LGaHX6cwfZm9+7+ILK9zsTyBU1z7G7WgQteBJP0n2tBCCt/+F+9QW2rhNczrJqISHPitITxH8Mafrp/L9U1Stzk4ux71k+8hGTrxZz+FHIsgyTJqMob60P2EHzyMuKbCLElImgaKfH12KMSm+j2SoRN7+lFCDx5G0jRfjVeS1m0plVSV4OEhgoevt1EKz/OFvyyH1gcjFP7Td/Eq69xvSSL+S58ieGS/rw+jqde7LG5eVZEJHdlP6Mj+5YOI6072lk3r8hiFP//2+sf5GOFk89ReO038uSeRAjqyrhF64CCBg3twy1WfmCgykq4jBw2QIP/Vb9DYhPDguNTfPIMcDhJ/7gmkYAAlEiby2DHCD9+PW6khLBtJ01BiEVi+f0IIPNOi+vJJqj89uWWV5o8ScxdL/OjfDTP+dh7PFQy/mqWaM5l636/LWBiu8MP/+zK9h+KEkjpm3WVpzI/2CA8u/HCe7EiVzr0xFEOmUbKYu+hf00bR4pU/HSE/3UB4MHmmyCt/OooeUpAViO3r4MC/fBo97rvSV0eXOPsvvoV1s7HhJuj7taN0PbN/5bpP/MU7jH71zVtuJykS0X0d9P7KYdLH+jAyG6fdrwlSCCGwKy1qYzlyJ8eZ/d553Obt3VslHKHz2S+jxhLUrl5i7m+/tsb2I3bgCJknfglZ03FqVRa+/9fUrqyuEVECITqf/TJ6poP62DAzX/+TNccSnoekakQG9xI/dAyj05+tS4qCcBycWgUzO0/lwhmqVy5uquwuaSqJBx4hdeKT6y63innmvvXntOZuLamhhCIkjz9KoLsPLZZAjcaRA8GV72Wobxehvl3rbitch8k/+3e01iGKN0KNxIgeOkp4cB9Guh0lFEZSVF8Rv1KmtThL9dL71MeGNxXmlBSFyvkzOLUq93KIW40GudalcS0SuR0YyQ7sWpHG3Jh/XW4gJsLzcM0mih7YcNxYWdexsSp5nGYNzzJJ7HuAYEcfdmWQZnaG0sh7WxJE/dhreG6G5zlYVhV3A/El1zWxzMqWzQSrSy1Of32Uet7kyJf6119JwLv/+cMtBhWmRe3lUzi5IrHPfAKtrxs5FFghJn7EZO1tEULgNZq4tY1nUZIkIYdDKJHwtn6bJPsDOLqOHA5v+jDK4aCvDbPlg/jhfUmXQdeWI133VvgZfLHA2sunUCIhwo8c9cmpJCEbOnJ7es363m1q4gjbofqTk7jlKtGnHkHr6fQjRJqGmk6us76NvZCj9srb1E++j7jHWtFvRqNkc/bb1weRwnSDwvRqwlFZbHFpcf3z8FzBwpUqC1fWmmWadWelW+saJt4trFnvI4cskXl4kJ2//wki/ak1KV1xLY0rsSrVIkkSejxI6sgOWkvVtangTeBZJlY+ixZP+tGNcHR1DYwkYXT0ICn+t0QJhtBTbf7k54ZZvBZPogR8gmhm16bil0+AxAOPkDz+GEooDJ7nW5Z4AknT0FNtaMkMge4+1Gic0tmTGw9CnsAuFWjOTfuRYUVF1nTUSOyWg9/NkHWdQE8/RqZj5ZpcO1cAz7Zwm4110x/CczcX7ly+fm1PPktoxyCSpvuTNcfGsy0kVUXPdKBnOgj176b8/jsUT72yYZRLOA7Jhx/HrddwqmUq5zb2Q/y4IKkKkb1dK12pnmmvycbcLnyzaxlkBVi9D0mWUYwgrtW6biq+AfR4mmj/fgKZbpx6heLFU7SKWRTNIHPkk9Tnx7DKt19UfVcJTzTWi6aFKRauohsx0pkhSsVRGvUcydRuXNekUp4mGEqTSO5E00I0GksU8yO47ofcbSHAsTwcy92UXzeKH37VuLBsmmcuYl6dIHhoL8a+QfTeTtR0Ajkc9OtdPA9hWrjVOk6+jD23iDk2TevSxkJQwrZpnD6PPX/n4VInV/DF8tY9kKD+9jmsqQ0+kFs5Tr647nGE49J49yJO1h/QvJZ5+27pQmDPLlL69nVXXXN4fMvhT6/epPStH9G6OknoyH70/m6UdALZMIDlFF2jhVMoY8/7XXi39fNaJvU3zmCOTBI6ehBjaCdadztKPIqkKgjbwa3UsOeymFcnaJ79AHvu9jp+7Gxu9XmPTN62IrOwbKo/PYUS92MQbrG8ZZPTv4+IDKbZ+XuPEBlMrxAau9ai8sEi9akCTtVEeB6yrqInQwQ6Y0QGUuipsC+62rIovD2JU7/9b49nWZi5RcI79/lppmh8FeFRQhG0ZNof2B0bSdPRMx3Imr5KMVlPt62kFczF9QvhQ32DqLEkkqpSH/mAxvQ4bq0CsoyeaiOy9yBGpgMtliD1yJO0FmY3TI0Jx6Z46hVKZ95CMQLIRgCjvZuOX/oSamhrzShOrcrST7+/YoGBJBHZc4D0w08C0JyZoHDqlfUVooXAKm08UOrpdjp/6dcIdPcB/rWpjw1jFXMIx0EJhgj2DhDZNYQWjZN66HHwXPJv/XRda4za8AXU+RlkVcUz773OQmSJxPFBovf1rjzDTrmBU7r96OiNaOXnCXX2E+nZRWXi0qplaihKdMdemtmZW/rEBdt6AcHSuz/BquRXyKsjSdTnJ/C2aGZ8VwlPIJginRmiXBonkRykt+8TAFhmjY6uI+Rzw8SQ2DHwOLZVw7bqdHYfJxbvY2r8pzjOxzd77Tue4b5f7iOSCTB+cpG3/9yvDZJViUf/231U5pu8/+3rtRP7n+6h80CCt/7jFRzTZeejHex6tAMjolGarXPh76bJj1c3ra3yqnXqb52lcfaSH+kIGn50Z9nZHdfFs2xEyyQ1GOGh//4o0ENppMj7Xz1LM7d6MBK242u7nL5wx9dDC2vs/7V9dB7vonilwKWvX8QsXb8/jVPv33IfbYfaue/370eP6muWCU8wd3KW89/ZYD+uS/PMRZpnbgrB6wp7vriPgc8OrruZ03A492fvkX1vkfJ3frzuOlvBNXLa+mAUJRr201fXFI9dF2E7eC0Tr9HasvKxs5in8uLryG+e8e+/oa90ggnTwq038KqNLRE1ZzG/5fOWZIkHfrWX+57pQtEkZLXOue/PcfoH03jrKBz/Atch6wrtj+0mPJBeSYNVLi8y9rWTVEeWcCotvGs1RJKEElBRwzp6IkR4MEPmoQEkVaZ8aWFLhZjCsbFyWYTrooTCK3Ur16An06iRGE6tgpXPEerbidHWiRwI3kR42pE0zd9fPnvzYfx12rpwmw3yr/yQyvnTOPXrxsiSolAb/YCOz34Ro6MbNRonsucArfnpTVMNwrZwbAtqFZCkbdmkCMdeXbskSRjp9pV/Oo0azZkJvNbWSLuk6aQeeZJA1w7wXKqXz5N/48dY+eyq31k5/y7NQw+QfuwzKKEI8aMP05yZoD62thwitHMveqoNz7FxaxXMpbVt6v7BQY0EfBuldaCErn9LJUVGT0eQte12pEkgS6ghg/iJQTqePYKW8KP2Qgha82XMxe11R1XGLhAbPEjXo79CuGcXRrIdRQ+SOvgw0f79aNEkuXOv4d6iVquxOIXTrK16lpRAGNdsUh49t2XrpLtKeJqNPKoaQFF0QuE2qpVZQuEMuhFF1ULYdp2OrqO0mgUmx17CdS1i8T6GDn6ZpewFquWPz9Nj4VKJer7F4//4AIme66kazxE0yxa7PtnB1VfmaRQtZFVi6DPdLFwuYzdd9nyqkwd+Y5Dhn8xTWWiw69EOPv1PD/GD//0s1eytSZxomTi3EJHThmK0H+5Y3gAU7c50YW6F9FCG/V85SKg9RNexbpYuZJl5bWv3R4/ppPdnCKaCa5Z5rkd1Zm3a4laQZIlIV+T6tbgJVtXEiG2zlXITiGYLp/khEHLPw6vUPtYaJiEEi1erGCGV1I4QJ36jj+n3SsjytkXN/95ADRvED3UjX9NIshwm/vId8qcm1q4sBG7T9guXc3Wqo0tkX7mCrKs49S3O+oXALhdwmw2UcAQtnvBTCMupfj3VhhqJ0lqcoz4+TLCrFz3djhII4VSWdW5kBS2ZQVJUrNwCbmODdLkQ1K6cp/j2q2sGGOG6NKfGKF94l7Z0G7KmE+wdWDYCvXdrzTZDaIcfuZFkmdbiArlXX1i3yNht1imdPUmgawexQw+ghqPEDj1AfeLqmkmKEgxRfu/tW9bwKEGdri+dIP7AwLrL9bbYyt+1RIid/9Mv3VL5fzPIhoaWjqCEdL8mcTm647VsymcnsLcZ4bEqeRbe/Dvajj1FcugEihEESaLr0V+mVcyydOYnVCcv35Lkpw4+TOnKWcyCTxAlRSVz5HHy597AaWzdfuSuEp5Ws4AnHCLRbgwjTqk4RjwxiBHwZx+e5xCJdgIyu4d+xR+4FR1ZVtG00N38KZtivYoRq+GQH6/RLK2dpY+fXGLosz10DCUYfytL+944oZTB2BuLaEGFfZ/pZvFKmbE3FnEsF8f0ePZ/O0pqIHpbhOdehBpU0UJ+0aykSuiRtVGaW6EwnOedPzxFMBVEj+kYUYPO413EBxLb/l2u5TL2wijlyTJ6VMeIGYTaw/Q+2osevftE5+8FBMycKzFzrkTbrgjHfm3Hx/pz2ndF2PNYG+9+a5pW5d5UB74GSVPQU9e/XW7Tpj55m3VFAjzLxbO2RyvtSgmnXkWNRNGSbciahmeZK/UlkqrhVCs0JkbwTnwSLZZAT2cws37qSg1H0KIxJEnCzGVxrfW/VcK2qJx/d+PZtBCYC7O4raZfjxONIykf7oTsQ4MsE951wK9VAuqjl7EKG6eqhWNTHxsmOnQfsm5gtHehxZLYy+ky2QgQPXgEPdNBIpbAqZRxahVqH6wvEivJMoHuJJGh7lv/VF0lsqdzGye5OYQnqF6cJf/a5TvYiaCxMMnsy98gkOpEj6WQZAWnWaNVWMQsLW1a3A4SaiiCEgihReJ4tv9sqsEoaii6yXabY8uERw4G0XfsQDYM3HIJc3ZupaXYcZpYZo1Yoh8hPGq1BZKp3YTC7Th2E8duAhK16hyl4hjXmG528X1q1TuvB7ldbLVGvrrYZOlqhb5jGWbPFdj5iXYqi02WRiqEUgaJnjBtu2JkBqMgQFIlGgXTb45a7UP3M4PafI3iaJH0/gzVmSrFka2LgjXzTSZ/PI607PArKRLH/+BBYn3xbds1CE9QuJKnOFJY2W+kJ0p6KPMLwvNzAEmGnvsSHPhsJ+d+MHfPEx4/9Xx9hi0bKnoqRGP6zkX0bgWnUsKtVxFCoKcyfmGtZSLrAYz2LoTrYhdz2MU8Tq2CFk9idPZSXR5s1UgUJRxDCIGVz27ohm4VcljFzUmc22ysdIlJsoysaj+T0UE1FMbItC/7eQmaMxO3jEJYhaWV4lslGEZLXCc8wnFozU5iLsyukCi7tPGz4bkujckcwckcRnsMOaB9pJpCwnGpDc8z+5dvYmW3HoG/GU69Qq1e8a+nxLL0wq0HRElVSQ4dJ9w16Ks0W37qSwhBfWbklqmwjbBlwqNmMmS+9CW09jZq771H/hvfxGtcD3s1GzlSmX3UqnO0mkVsu0EiMUCttoBlVqhV55AkmVJhFMfxCZAkK3juDeHPZcdaifUYg7TiaLv+8rsPq+Ew/laW4/9gJ227Y/Q9kOHcd6d892VXYDUcJk4tcemFGTz3+m+pZu/cIfnjQnm8xOk/PEWsL05lpkJpfHty78ITvoP0Mu7YUwhAgHAFYvlau03H74T5BT4yyKqEsiwKiADP860j1nveJQkUTUZSbhTfE7juDSKUy+sEoir9R5JohoIeVNGD/iDqeQLHWn//Hyc806ExWyKyuw1JklAMlR1fvJ/WQoXW0ta0dbZ+7BZWKU9IeGjJDLKm4wJyYJnwODZmbtHXPVlaJNjTT6CjZ6VTS4nEUCNRhG1hFzbWwrLLxXULcVdBeKzcHEn6mVU6loNhlGh8mWQI4kceJLJn/6bPnRwMrRR+S5qGbARWlgnXwVycJ9Ddh97WuaLhs5FfmNe0mf/WaYqnRgjuSBPe3UFkXxfBgTaUoIakKCtdrWIzw+0tQAgBrsAu1cm/PszSC+doTm3TTuImSKqGHk2iRRII16E+55tkXzO73ohMCsdm6ezLIEnUZ0cxlzuxhOt8dMKDt4NmI0c4/Dj5pUs4doNGfYl4YpDs4nkcp8XC3Lv0DXyKXfuew2yWkBUdIVxmJl/HcZrEE4MEQilC4TZc16az+zhmq0ixMIKmR0gkdxIIJtGNCKnMPlQtQLUyS6O+fsHdNciqhBbwP6KKKmNENMyajd1yQfgePYouo+oyrgxGRMW1PRzT/8guXCphNV0OPNODaijMXfBZulWzGT+ZZcfRNCOvqVQWmqi6jBZUVpGfnzUIT5C/nCd/+e48+L/Azw923J9g/6c7V7R0XNsjO1rj3PfnGH877xOTZWhBhb2PtXHomS7SfWEkWaJeNFkYrvLed2dYuFoFAekdYR79rwbp2B2lfXcUVZf57f/nOO4yQV68WuXFP7xMeeHeShE7dZPC6SnSDw2gBnWQJNo+sRMjFWb2+QsUz81iLtU2VFS+U1hLiwjHQQ2FUSNR7FIePZFBCUXwWg2s3CLCc1fSWFoihRKO4NbraLEkshHAKRc37VjybqN9+OcFsqoha9fS9xLRvYe2tL0kyStSADci0LOD+shlPLNF7NBRGuNXN9yH17RojGZpjGYpvnUVJWygpSJE9nXR8ewRwrs7VtYrvH4Fd7umsELgmQ5urUVzOk9jIoeVr+I1VwcfAuE0VrO0OihxK0gSwUwPmSOPE+oaQNYMzGKW8W//MbKm03bsKRqLk1TGL27clCEEhYsn8Sxzlbu9pGrL0cStj693nfBUK7NMT71GsTCKEB6F/FU8z6ZSnlpePsPole8TTw6iG1Fcs0y1OodtN5BlBcOIoWthCjm/0t0wosv2ERKKohMIJJAlhYVZ38jNCCRoNTcPH8uqxO7HO9n7RBep/gjJHWE+9T8coLbU4uSfXaFZsnjgK4O074nTe38KIeDpf3k/hYkab3x1GARUsk3mLxY58qUBLr0wQy3rh9Qcy+PC96YJxDQ+9U8O4NkeAihO1XjjPwzjtH4WA7u/wC+wPiQJ7n+uh977EsxfrjB5tkgwrjH0RAc7H8rwN//zWV8bZ/lbtP/JDp75Z0MsjdW5+sYSQgjinUH6H0gxe6HkEx7AsV2yIzXK802CcQ09rPoprar/ka3lTMz6vZfeEq5g6a1x0g8P0vbI4LIYpUricA+x/R1ULi+SOzVB/p1JamO5bQu5bQRzaQHhOEi6gZbK0JyZwOjqQZIRl8AhAAAgAElEQVRlnFoVu1QAz1tZTzGCGJkOmuaUnwaTJJxGzV9vw3N0uedCax8Wlq1kwBfIsyvFNYKOm8EzW+u2nQvHIdDVi+fYW+pI80wHz3SwC3Uao4vomSihwTbfY7LcZPI/vHxrUd8tQNVDhDO9VHN+JEZRdXbsf4qZyz+hWd08qHAj9GiSrsd+hUC6k/rcOFo0saL3BKDHUhjJNuqzY7itjbXl3Nbac4sPHqI6dXlbaa27Tnhsu87s1HUH2GZjiWZjdYV7q1WkNb+WpLiuy8L8xoJMrWaB6clXt/ybPFcwf7FEdfGmNm4PmiULx/YYeWWBqdM5Tn/9ulWF3XSvv+cCzvzNOCOvLlBbaq2axdZyLd780ytE2wNoQT8y1CiaNIofvt6CrMkYMQMtpCGpfju7a7lYNQu7Zq9KJ/0Ct4YkS6ghDS2soRrKdYdyx8M1HayqhdO8OwOvFtbQYwaqoYAsIRyB03KwahZO074nxxgh4JU/GUHRZRpFC9t0UXWZuUtlvvivDjNwLMXUe0U8RyDJEjvuT+LZgp/+8VWm3yv69SYhlWBUo1G2Vs6xPN/i5F9OEEpo9B1NEUnrvPvNqVUmovcqrEKd0a++iWc5ZB4a8DteJAlZU0nc10N0Xwc9zx2ienWJ7OsjlM7NYubrd4X8WIUcrtlEMwK+sCAQaO8GSaK1OIe33Cnl1CrY5QJqNI6e6cDMzqOn2hBC4FTLONWtd7z8POKasCD4hCf7o+9uLMi47g4ETmNtx2Vt+CKB7l4kRaF66daSHuvvG8y5Im7LRr3J1FPRgiiqgSRJeK6FrBpYzTLC89ADURQtgOuYWM0KkiyjGb7mkaIaOFYD26yj6kHi7XtItO/BtfyaW9cxAQnNCAPtuHYLy6ytdANuhNjO+9DCceZe+w7Vycu0Hf0U0cEDAHiOTSs/T3LfMT8Nuw7hUUNRf3bleSiB1QK34d7d1OfH7g3Cc09C+IXHNxOeG5GfuHVbcLNo0dxAmNBqOLe1j7uBa7Ur0d4o/U8N0v1gN7GBBHpEx7NdmoUmheECs29MM/P6NFZt8/y7rMp0HOsi3h9fd7kQgokXxzDL9/7gs13IqkxiZ4K2w+1kDrYRH0wS7gijBTWEJ7DrFrXFOoXLOeZOzjL/zhyueeuZWnwwQecDnQgBc6dmqc1WkTWZjiOd9D81SNvhNsLtYWRdwa7b1BdqFIbzXP6bDyiNXp8USIpEzyO9RLqjCCHIf5Ajd+H2BCbVoErXg92EO/yP3OLZBYojhW0Tqmpu9XNgtzxmzpcwqzahpL5cY+DXbi2NVTn0TBdHv9CLrEjMXSxj1hzM2r0XrbkT1CfyDP/bn1J6ci9dT+8nuq9jpVVd0VUCnTECnTEyDw9Qmyiw8NJlsq+N0Jq/M6LhKy4voSVS6MkM8nKkB8BcmFmJTriNOmZ+CS3Vhp5qR9YDaMk0XKsn2aJy/c8rPLPlqzPDsnWGjV28PUHRDSHJCMemNefLeggh/H1vQ3uoNVvEbVirCI8kq7TtOEo43oVqhGjWcuiBONnJd3Btk46BE/4xJYmlqTPYVp2dR3+VRnkBWdGQkJi+/BJGKEGq+yDBcIa2vmPUy3MUFz5AM8K09T2A57moWoDZ4ZdpVDbQEVpGsK0Hq5KnMn7BT0ndcK7C83BbdZRAaEN17ciOvciajhaOE8z04NrXU9lGPMN2u17+fhCenzO4lktqKMPQr++n7XA7sib7JEgIFF1HjxrE+xN0PdhN5mAb5/7sfVqFjcmeYijs+twudj67e93lnuOxeGbh55bwKAGVvb+6jz1f2EekO4JqqCt2AML1QJJRQyFC7WHaDrXR98QAI9+7wqWvX8SqbH5N2u5r59gfPIjwBK7p0Mw12PPFfRz8rUOE2v2almsF16qhEkwFSexKMvGj8dU7kiRSQ2nu/2+OgoDJn4xz6l+/dVv3JNYX59g/OUGsL45dt3n5f3lp+9EjCSJpg76jSbr3x4mkdNSAQiiuoQaUNR0l51+YJxDVuP/zPew4nKA422DkjRyXX1mkPN/8uRpn7UqLme+dp3BmmtSxPjqe3EtkII0a1lcc0yVdJba3nXB/ivZP7mbme+dYemMMdwsqyzdCuDZWbpHwriHUWBy9rRMlEETYFmY+u9L66zYbWAWfIOvJNFoyjRqKLNf3fHQdsh86bjS/3Mag6NSq2IUlRO8AkiQR3DFIffzKllXar0EOBDE6ujE6u/374rorkYvy+6d9xeotoDVfwm2aCLFalVpWNGqlWRQtgCTJlKsjhOPd6IEY1cIU+dnzxNt3k+k7ytLku8iKRmHuIvXyHAP3fZ5QtJ1S9gqaHiaW2cnkhecBULQAQghK2RFKC5fp2fck4WQvjeriLQqHl6/9Ouv4Uie6H33cYB+VsfOAROrgw2RP/9hXWV5G2wNPbtla6hruDuGRJNRUCjWVWpbdB6/VwikWcYrF235YJMNAS6dRolEkXUd4Hl6jgZPP41Y2fzDUTAa9uxsQWHPzOLmNWbkSj2Ps6PUFtxYXsRc2YauShBKLoiZTyKGQr4QsBML2lXDdchm3Wr3Fzb8OORxGS6d9rypVRTgObq2Gk8vhNW8vRGckAxz+/ftJ7ErSzDcpXi1Qn6/h2i6BVJDU3jTx/jhG3GDX5/dQW6wx/Ncf4G6g9+E5HvnhPEYqgBpQUQ0VPaoTag+j6D+jehpbgHA8hCuIdkeRZKjOVqnNVmks1TErJpIsEe6MkNqXJtwRJpgJsv8fHKQ6W2X0+au3RR4kRSLSHWXw6V3c97uH0SI6xdEi9cUaTsNB1mQCiQCR7gjNfJPawupooXA85k7OsvdXhwhlQrTf30F8IEH2/c0tJyRFIrM/Q6TH165YupClNLa9jjuAdF+YZ/7pEG07IyxcrVJZaFJZbFGPagwcW+uA3SzbvPn/jXPxRwvseayNXQ+n+cTvDHLgM528+IeXmblQundSd5K00km2bXiCxnSR5lyZ7KtXSdzXQ+aRQeJDnQR74siq/z4phkr8YBeh3gTBrgTT3zi7dfFB/NqQa6q9sh4g2NOHbASwSwWc6g0quZ4fyfEsEzWWINDRDYqCZ/udXD8XEMKvkVmOZshGYMt6QMKxqU9cJbL3EEowRGTvISrn391QhfpW8MwWrdlJtHiS2vDFFbf66MEjKMHQlgmPXapjF+sEd6z28xOeg2M18DwbWdZw7RaBcAotEKUxfRbPtWjV86haAEXz012tegHXbuHYTRQtsMERwbEbNCuLuI6Jbdb91BkSYpMX1yxlCWTuJ9jWu9KZdQ1KIES4a5BWfh53g+6/a2nF4uXTy0Xz18eu8tgFvA00o26FOyM8rosSDhN58ATh++5Da2tDDvgXzms2sfN5GpcuUT15Cq+2SbpHUQju3k3k+DH0nh6UeBxZ1xGui9doYC8uUj93nvq5c3j19QucQvv3k/z8cyAExeefp/La6xsezujvI/PlL6OEw5R+9GOKP/zhuqRMjkSIHj9OcGiff26hkO9gLgSeZeHV6ziFAubMLNWTJzclWZJhENq/n/DRo+hdnT6pu0Z4KhXM2Vlqp9+lOTy8YXvoNaT2pBCeIHdhifNfO8fSuUWsqv+AyKpMen+Gw//1Ebof6kELaex6dg9TP5mgNrf+PXBNl+FvfMDo81dRgypqQCW1L83Rf3ScaPf2RZ5+VuA5HnOnZon1xahMV8hfylGZrmCWWyuDsRpU6TzWxZF/+ADJvSm0oMauZ3cz8aOx20ptyapM76M7UMMaTsvh/NfOMX96jvp8DafpIKk+4Yn1x5AVmWZubbFeZbLMwjvzDH5uJ8FMiM4TXeQ+WNrU/kELafQ8tgNZkXFaDnOnZmnlt6dhISsSBz7dwcDxFK9+dZS3/3oSq+6fe9f+GMd/fX3BQsfyyE/WyU/Wee97s+x/sp3P/bP9HH6um+xoFatxQ7gbYHnA4iPUHwG/Hk7W1kaptgPheliFBtlXrpJ7a5zwQIrU0R20f2oP0V0ZpOXj6IkQfb92BCtfZ+6Fi1uv61lWXPZaTWRdJ9gzgKIHaBYncOurdVTM3CKe2UKLxTE6upFkGbtSwq1/fCrfdxtuo47XaqIEQwQ6e9AS6S2fX330Ms25KcI792Gk22h78jlyr/wAq5BbK74o+bIqkqahp9v9eqjKDRMKIRCOQ33sCm6jtjLOmAuzGxqNbgoBjfElwrs78ZrWTRPtazIP/v95roPnWqhGGL/px/BNqD13uSXcW9ns+s/1/PfuBtVuhLghonJ7s5PK+EXiu++n6xOfp3jlDHoig6zqRPuHiPbvJ9jey+KpH+Kamxdc+yakq9/Hxvz4BmvfGndEeCRNJ/7UU4TvP+wXy9ZquLU6kq6hRqMY/f3oXV0okSjF738fYa1lc5KuE33wBLHHH0dNpXySU6thlytIiowcDhPYswejrw+9t4fyj1/yo0YfMuRgkNRzzxI+cgRJ0/AaDdxyxb8BsowcCKAmEqjpNGomQ+PChQ0JjxwOE3v8k8QeeQQ5FEJYFm616ndXaDpKPE44ncbo66PyyqtUT55E2Bu3AEqyRHWmwpl/f5qlc9k1OjdLF7J88J8vkhhMEO6MEO2OEB9IbEh4rm1nVa0V4qQGtdsayO8mlHgUORLCWSogrPXP/5rvz92OClSnK5z943dxW+66WkFO02H2zRkCqSDH/uAERtQg0hUh2hO9rYiJJEsk96Zo5Zu8/W9OMvP69KrjCMejmWv4RGcDaSmrajH75jQ9n+jFiBvseKyPke9epZHd+MMZ64+T2pdGCEEjW2fu5Oy2C9klGYyorzdSWWxhN10kCUJJnQNPdaIZq2fTiiaR6A7hmC71gt8cYDddlsbr2KZHIKwi3xRREa6gVXXoHNKJdwapLvkzOVmVN9T5uVtQAhpKcOuK4reCZzlUr2SpjefJvjZCxxN76fnl+wh0RJEkCS0SoPu5g+TfmaC1uHWxN6dWw66U0OJJAj19IEtYhaWVWpRrsPJZ3GYDNdpFoLsPSVZ8ErTJt+auY5kgoCg+UVAU1HB0WVtt2Ul72f1deK7vV+e6/t9vI4puFZYwc4sEewdQwlHanniW4tuvYldK/gAuK8iqiqRqNGcn19UXcht1Cm/+BC2eQk+3EdmzHy2ZpnblIs25Sd+bS/jieGosjpHpJNDThxqJkX3x26sJz7V93hTJaS3MbltLZv5v3ib30kWE7eLUW0isH8USnktp8QrJziEULUAk0UtlaQzH3Ph7YTXL6IEIqe6DtKpLmM3tRYNbhUUW336R9mOfpv3EZ1E0A0lR6Hnyy3hWi+IH7/hpq1tkf5JDx2nlF6jPbmyavRXcEeEJDA4gBQLY8/NUT53Cmp3DsyzkUIjg3r3EPvEISiRC5OgRmleu0Ly02jUVSSJ04ACJz30OJRjELhapnjyFOT6OW68jaRpaWxuR48cI7ttH9MQJ8ASF559HtD5cPY7QoYOEDx9G1nUaFy9RO/Mu9lIOYdtIqooSj6O1txMY6PejWdkNQp6yTPShh4g//jiSpmFOTlJ9+23s+Xk8079WgYEBoo88jJpOk3j6szjFIo0LmxuATr86Re7i0vqDl4DcxSWqM1XCnREkVSbWF2f2zZm1695DUFJxQscPUX/jDPbc+tczcHA3rctjiFt4j20VwhPYtc0//MITzJ2a5VD5MEbUQDEUgpnQ7REeyQ8Bj784xuzJmc0FGDf5Ds69PUt1toIeyxDtjdJ5rJOxH4xuuH7PIz45Ash9kKM0vnayEOsI0HckSTCukewNISsSPYfiPPiVflpVh9J8k7FTOVxbMHuxhGP38uh/OUjn3ihCQNuuCEZQoTCzeoANxnU+/Y/2EMkY5MbrmHUHPajQcyiOrEhcfWMJs7GaVFtNl4l38ww90c7n/vkQ0++XkCSoZFuc/c4MjdImhpTeaiE2X9379gXwtFgALb7W9+1uQdguzbkyE19/BzNXY98fPOEXn0oQ7ksRHkhvi/C49SpOpUigw68TcVtNP81104DqNRvYpTxGe9eKyaaVW0A426sf2iokTSdx5KFlh3YdWdOQNB01FF5pWVZCETKPPY3bqOLZfseUsG2cWpnS2ZO3jNbYpQKV86cxlmuZwoN7CO4YwK3XEJ6LpGgoRgDPtZn62h9tmKpqTI+RffFbtH368xgd3QSW/wghViZckqr6BG45AuGardtPod2BrpGVq2Llrj8nQnKp5CfwHMsnkZKM61pYzTL18hyuaxGKdlAtTFLOXkGWNXLT76+YdRcXL2M3fULWqGbJTr5LMNqGazVo1pbIzbyPbfrXvZqfQAhuLfTquVRGz2MWFoj07kaPtyEpCk6jSmNhgvrc+G0Zf/qaSHdvlnNHhEeORDAnJsh945t+HcwNF8Ga8TsEkp97BjkcJrhnN80rV+AGTQMlGiX2qcdRQiHsQoH8335rTUrHmp7GnJoi9fnnCB06RPjoEVpjY9Tfe2/bDPmWUBT0nh6kQACnUqH8ysu0RsdWrzM3R/PyZWrvBEGWV6lN3wijv5/oQw8i6Trm+Dj5v/1brLnVRYLm1BR2Pk/6S7+KGosRe+xRmiMjG5I613SZe3sWz974pbGqFmaltZLPXs+x/F6DvbCEk1sekCUJY3cf+q4+JFmi8e5F5GiYyBMPovd10ThzCXtm806BDwNW2cRe7nqTZBk1cPuvUDPXZO7ULO4daDOZJZOZ16ZJD2XQwjq9j+1g6pUpnMZaIhDMhGg/0oGiK7iWy+RPJmCdRybZG+LIL/cQjGsoqkx2pIYRVjn0dBeuK5i/XGH8nTzCE4y8scTf/R8XOPS5bgaOp30V8tMFhl9Z5P7P9/iEZPm9bJZtzr8wz4GnOunYG0UPKFgtl/nLFV76oytMvFtY6Ti8Bs8RnH9hHiFg6MkOBk+ksBoujbJ9ywJnz3KuO5MDsqagRgzMpdtLaQQ6YwQ7PoIUroD8O5MUz83R9sgg4NdaBbtit9hwfbitBlapgPA8JFnGM1uYi3PrrtuanyGyLKbn2RZWfmlb3ULbgazpxA49QLCnf5N1NII9fWv+3y4VqA5fuHV6SggqF86AgMSxT6DFE8i6gRpL+KkZz10mUJXNz9vzqI9fwf7OXxA/fJzIrv0okSiyZvjCgsuFx55t4Vkmbr1Kffzqhtf9Q4UQ1EuzGy4uL16hvHhl5d+e61Ccvx58qCxdnzAJz6G0OExp8brje3H+g5W/14pbmTQLzGIWs5hduWbCdbfUEVifGSW++zCyquO0/n/23jtIjvQ88/ylz/Kuve+GdzMYDMY7kjOiG4oUKS5lKO6edDJ72rtQ6M8zcaeNi4vb29td3eo2pDNaStpd3crSiCLFIcd7YAZm4LrRaKC9r+rylT7z/shGNxpohwbAIaV5IhAAqrK+ysrK+r73e9/nfZ4GYfenh1WYW8Pr2S7uKOAJHIfqO+/izN7K8g9sG+PyZZKPP7ZS+hF1fQ2XJ3rgAGpLqBrZOH8BY2ho3cjXzeepvP02Wk9PWP5ZzhhtxOe5mxBkGUHVVuTY1yAINgx0ICy/RA8eQG5qIrAsKu+8iz27ziLteRhDQ1jj48hHjqC2t6P39obB3zpo5BsY2+BhePaqjtC9dle/2xB0jcixQ3j5ImI2hdLRinFuCHtylupr7+GX79znZScIlnWOwpPktvgeZtGgOnnneieTb06w78v70bMRmg61kN2TXZe8nN2XJbM7iyAIFEeKFC6tX3IdP7XE+OlNvJJuuO0d0+fSS/Nceml+tTN0+fm5y2vNBj3HZ+iVeYZeueHYm8ZbD2bV5f2/muT9v57c9msA3LqNd4NKrBzXiXalqY9urRYuajKZI50o6XuX4bkRnuViF2+cv+6AsxQE1IbOE9gWiBJeo7Zh5qJ25dKK9YFvmZjz6yyUQRgYFd55BQBzZmJL8T23UaN05l2kSAzfMsKyz83DOjaVC6dpTFxbZ4TN4ZuNjd3cbz7WtiideYfalYtEuvtDgUVVB9/Dt0ycahm7sIhb3SIzGwTYi3MsvvS3FN97E72tCyWTQ9IjoR2SY+PWKqHX2MLsuiJ5HyHEdrI560GOxpG0CKk9R1ce821zW/yfdcfb0Vksw6tWMcfHNnw+sEy8Wg05nUbUtLXpPklC7e5C0DUCzwsX903SfPbkFE6+sNxh1Y0Uj927gMfzsCYm8BsNxGiUzKc+iZRIYFwZxq/VCJztfXmirqP19iIIAk6xiD29cd028DzsqWliR44g6Dpqe/uGAY9dtbbHr1lrQfZjDzGiI0Y0xGgEoVQlMCx8y8a9Mo49ORveHwFIiRhBw9j297BtCKDGVSK5CKm+NInuJHomgppQkTUJSZWQdJl0/87c3q+LCt4pajM1Zt6dZuCzu4m2RGl9sI3CYH5NF56sy7Q+0IaW1PBdn+k3JzGLmwTJO0mW3s5r7vX4gJWvYS3VifZkQm5MQiN7rIelU5N4jU2uuwCJXU20fHzvbROWBVkMd67O7e02lYRGrHu1qy3wfOz8zuezxvgIjfGteQ7W/DSL6wU5axBgTI5iTG6fHOrVqiy9/fKmx/iOTfG9N7Y95o4hQCSj4dTrVAdXRf5ERSSa0RAVEdnzsG/KNKgxGS0ZikbaNQezsnrPuJUStUrphrFd3B8xx/EnCaKiIkcTOLXySrAjKhrRtl6URAYzP4OZn9kyS1ObGqExP7HmsXDT+SMyD70R7lJxUy5FaBK4/IFEcc0ORopEkNPpUNq8Xt+y7dw3DLxSCYIgJAxnczjzO2sV3A6MS4PUBwaIP/gganc3uS+2Ys/PYwwOYl4bxZ6Z2TLgElQVpTlUPxUkCX3XruXW+XWOFQXkplAwTJBlxER83eMAPNu/Z948HxpEAbW7PeRtdbTgzBdovH8ebW8fci6NPTETKo0Oj6LvH8BwPdy57QnvbQdyVKH9eDu9z/XTerQVNaEhSMKq0/v1e/cOAsfAD+6KeapTs5l+e4quJ7vRUjpdT3Zz7bsj1OdX70c9o9PxSCeCKFCbrTF3anbTEujfB9glg9q1POnDHWEXlCTS+sweyhdnmX91eN0OKEESSOxpYeC/eIxox/rCm5shdaCN1KEOypdmqY8v4ZS3nojluEbbc/tJ7mtdPfdig9roHQrcfQQAtLjCU791P4PfHWfy5GrmM94c4f6f203roSye5fOD3zlBfXGVNtB6OMeB53tp3pfh2qvTvPMHt/Io1ajMk791P5f/bpyJd/+etPPfA8S79tL0wDPMvfNdGrNjgED28GO0HPs4gijhNCrMvvFtqpPDm1JTou39xDrCsi9CaBjuNqosXToRmojeJu4o4PENY0d1NAAUJSwVEWr2bMevxDMa4cURBMTovU09+6ZJ8e++jz0zQ/z4Q6htrWhdXWhdXXi1GvbkJPXz5zEGh/BqtfUFlmR5pU1faWmh6We/tK33FgQBUVbCIHG9rFcQ7GzH/OMMP8D4YAjjg9WyiF+t3UJeNi9cwbywsfHeTqAmNQ7+4iH2fGEfekYn8JaVlcdrVCYrmEsGTt3BNV0CP2D/Vw4Sa41tPfA9xPyZOUrXSrQcbSXdl6H5vhbqN4gVNh1qJtGdJPADloYLFC7/eC2mra0iP/+VKN3dEktLPv/PH9bJ5zcOyB48pvDM0xp/8H/XMYwNbv4gYOH1EVqe2o3eEnJx1EyU3b/6BPGBHPl3x2hMlQhcD0lXiHSkyDzQTctTu4n1ZPAdD6dQR83GEOXtkZ0jHSkG/skjOGWD+kSR2tVFqtfyNKZK2IU6nrlMcFVEtFycxJ5mcsd7yT7Ui6As25Y4HvOvDmPm//60h3+YcEyPC9+6Rnlq7fWszjU4+e8vsfvZLg7/zMAt2bzp04ssXS3z1G8fRdbXpwC4lsfFb12jPHXv6RS3BYGQoC+KYV7hLkkr3G7m8jqibb2Ikoy3XNrUsi1k9j1IfXaM6tglsoceJXPgYRrzk5uWptx6GTMf8qIEUSLS3ImWadlQoXkr3BmHx/d2vPAKG/x7+6/f+Re63Yvl1+tUT5ykMThEZPduoocOonZ0IKfTRA4eRB8YwLzvPkovvYw1Pn5rcCKu1uV908RdWtqa3b4Mt1Le+qCPcFcw8KkB9n/5AGpCw6k7TL4+zsh3rlAeL+FZYZt64IdWCZIq0f+pgQ894DEKBjPvTpM72ISkS3Q/3cvEq+P4jh/aUDzRhaRKuKbL1JuTd0SUvheolH1ee93i4x/TeP55nT/9zw02kbGiq0vi6ac1/v0f1dlMn7M6vMDMC5fo/coxJC1sodda4nT/7AO0f+ogvumG5F5ZQlQl5JiGqEoErs/iW9eojizQ94sPISY2FmK7GYIooLcm0VoSZI524ZkOvu3hu14oaukHiLKIoEhIuoIcVVbmIN/1KLw3zuz3L+Gbf7/sNjaCGI8DAX7t3gQNvuMzc+bWmynwA6yqg1VZv9PPd3yMkoW7yffgu8G6Y39YkKIqekcGrTWF3pVFTkaQImpYar1D1IZmWfje2R29Vo4l8SwDp1YCQSDRsx9BVlg88wrGwhSiFiV3+FFEVds04DELs5iFVY5wbXKY5uPPIkgK8BPkpRW4TkiyCwIETYNttPOJur5CHl6PFLddCKq2/QjR8/CKRWrvvUf97FnUjg70PXuIH70fpb2dyIEDSIkEi3/257eQtwPHDfV0VBV7do7CN76Bb22vnd43zDtqXfwI24OW1un75C6UuIrv+ky8Ns57v/sudmV9zocoiyseSR82pt6cYM/P7CPeHie3P0dmd5bCYJ5kd5Lc/iZESaQ8U2L+9I+fdYBhwtkPHFIpkeef335wsRU802HqWx8gx1Q6PnMISVcQBAFJlZGyt053QRAQeD4Lb4xw7Y/fQdIVur/0AMo2m7V8xwuD4eWNjKhIiNtoEAiCAN9yWXh9hNE/PUljaufq1z9pUDvawfcxRzaWU7gZgijQ/XBLqGfVm8Cs2OSHS/Q/2c7SaJWrr00jKfccNGAAACAASURBVCIDz3TSeiiLa3pceXGSwsjd2ThKqkj/0x20Hc7hWh4jL02SH14dWxCg+UCG7odaUWMyi8Mlxt6axTU84i0Rep9oZ/58gc7jLUTSGkujZcbenMWu7zDIFQRSR3vIffwgyft70JqTtyXBsB2ImrzjgEeUZQLfw3dtZD1GvGs3dnEBY2GKwHNxakUkPRZqMm0COZZCiV6ndwgoiQyyHmOnmZYPLeDxGgZusUQQBEjxOFIyuW6313UImoacToMg4Ns2TuGmrpIbS2tbXcRMOlRMvk0EjoM1Po41NUXj/HnSzz5L7Oj9qJ2dRA8epLK4uKY0FzgOTj6PFIuFgnm2jZvfumPkI/zokOxJEm2KhMRyw2bsh9c2DHYgDJCk22hFv5eozdaYeWeKPV/cR6wtTtvxdopXlmg52kasLU7gB0y9OYmxdPuaVZ2dIoYBS0s+uZxILicyNubiumG2pVDwMYyAlmaRTFbE92Fx0aNYDAiCsBrb1iZiGAGiKNDSHB4zO+dRqWw9WUlSWPZKp0UajQBVFbatQmEvNbj2R+9SubxAx6cOEO1MI8c1RFUOF4UgwHc83LqNMVcJjTxfH8Eu1JHjGuXBWexiMuSMbVFmKrw3weC/epHmJ3cR680hJzQkTV55r9BIFQLfJ3B9PMPBrVtUr+aZf/kyxbNTOJV7qyn24wa/0UDb1R/eJJ6LNTm9rijtjRBEaL8vR9fxFhaGihz86X6WRsvUF02O/kIbxYkqxfHwjxqTOfZL+8gPF+9awON7AaXxKmpU4djX9lIYKa0EPIIo0PdEG8d+aR+FqxUaRZMDz/fRdijLe18fJJrVue/Lu6g91U5xvIrvBjzw1X3EmiKc/bMrt0gzbAUpqtLy/FFaP/cAWktyx+Wdewm3XkVv7kRNNaGnW4i29TL71neWOb1C2Kbu+2wVuMQ6+kn2HgAgILR0Kl05s+OOuA9v5vY8rPFxYsceQIpEiO7bh3nlyoZZDa27G6WpKWTQT0+HvJkbhzPNMFskisipjcmHYjSK2tG5rYzSZufuzM+HrfL9fSi5HEpzE8jyGp0h3zCwRkfRenpQclm0nh6cfP7e6Qd9hNuGElVWduS+G6wh/q6Hlvtbf2w0jZy6w9Rbk/Q+24+W0mh/uIPJ1ydofaANJapg5BvMnpzB20Gp5Dd+Lc70jMfX/6jO134pwj/+Woyf/4UlSmWf3/kfk/zev6uRTAj8l78cIx4XQICFBZ9/+3/WuHzZJaIL/NZ/E6dWC9B0gb5eCUkU+OP/UOeFH2xNNnzicZXf/K/i6BrkC+Hv5XZ+sm7NYu4Hgyy8PkK8P0e8L4eSjiDpSigyWTZoTBWpXJ7HrVprXnf+f/ru9t+najL30mXmXr6MmokS7c6gN8VRMlHkqIYci+JZBr7l4tZtzPkK9Yki5mx5x4rXPyooSR1JW7tEWMXG7dtf3ATfNAkMEzmdCnXCZua2vV8vjld5/4+GiGZ1qvMN3vn9C3z+3zxJqjPG0rUK+eES1dk6h784cEfneDMCLyB/pUxlps7hL60dW0soHP7iLqZPL/LeHw/hWR4tBzJ8+n95lLG35rDrDoIAs+cLvP/HQwiAVbXpeaSVc385gnebAU/Ts4fo+tqTKyXbH0fUpq6Q3HWEzqd/Bjmexi4XqE2NAAGCpKClm3GN6pYaUJWr5ylf+YCVwGhZqXun3OEPdatqXL6MMzuLNDBA9PAhGpeHMK+M3BL0SOk0iUceRkql8C0r9NS6Sf/GzRdCFeRoFK2vF7kpd0s2RZBlIgf2ow/0b95+KklIsRi+bRNY1voBiiAgxeMrZqK+Ydxy3oFt07g0SPTIEeRslsSTT+Dk81hTU+v7ZS1bVgiSFBqSfoR7DtdYFasTJIFoS5TS1fWtSxLdSQY+vQs1/uMR8AAUhvIUhvK0P9xB08FmsnuyNB9uJggC8oN5iiOb6OtsgtFRl4EBGVUV6GiXWFzw6e6WiMcFfD+kp/3ar8Y4c8bhG98yUFWBX/nlKP/012P8d/9D2HGpKAKPPabwr/51jeErLrIMpdLWi2Vzs8jXfinKyIjLH369Tiwq8F//szjR6O3z9nzToTI4R2XwBv0rUVrWUhHx3WVLA0VF0nQC38MzGoiKiiBJCLKMZzQIPA8pEkWQZHzLxHfs8P+ihGeZ4Ht4lkTtWpXqcBHPNFCbWon2DFAdOh9qyGzhLi3HEsvKsqFqr2fcfRKzHE+FDREbwLPNZb2bgMyRdlJ7W1DTEeySgRzXGPursxiz29eSEiQZORoHQcAzG/i2hVssYU1Nh48VS/hbZHduhFmycU0P1/RoFEwCL8Bz/W2TzO8FZF0i2Rnj0t+OrsiF1PMG9bxJqjtOfriEa/nMX1xasbsyyjayJt02uTjS20Tr5x5AVFeX7iAI8E0Ht2bh1U28uoXv7pxfex3G+M65SrXpqyxdfJf0ngdwjRqLp17GqYUZMVFW0NJN1GdGt+y0Su26D6deoT4Tlj8lLUp63zFKQ6d+9Do8dwqvVqP8+hsoLS3IuRy5z3+eyltvhxo4hoEgS8iZDPEHj6/4dRmDQxgXL90SXDiFAtbkJNH9+9G6ush85jNUT5zEXQonfCkWQx/oJ/H44yuGboK8/seXk0myP/05PMPEGhvFXVrCq9VDPo4gIOo6SlsbySceR0ok8E0Ta2xsXf8ra2yM2smTpD7+cbTubpq+8o+ovX8Ke2YGrxEqR4qyErqoNzWh9fXi1WoU/uqv7/r13giSJoV/VHn5b4lUbwrpujeSAKm+dPjDsj1cy8O3PTzbw7XcddV7BUlA1uQbxg7H1zMhX0MQBLSURmZPFs/28KxwvPDf7oYt1JJ6w3jLf8c7E+HkQdipEO9MkN6VwbPctWNb3i276spkBaNgEGuPo0QUBj61i+KVJYz8KkdMlEWy+3Ic+PlDtB8P5eXvhDR/N3Fdvbn5SAtKTKH76R7iHQnchsPsiWms8s4sOIavuDz8sLoc5Ii89rrF3j0yM7Me+bxHR4dEZ6fE7/zzCmNj4ST/wgsWv/1bcdrbReZmw+/vg3MOJ07a1Ovbn307OyR6e2X+6I9Xx37rbYve3rsjnqlmcqQeeASnWEDUdEqn3yG+9xCSFkHUNMrnTxHt7keOJ/Adm/rVy4iqRmz3AQLHxpgexzMMEgfuI/A8PKOOnV8geeQYzlJ+Zcxodz+xgX14pkHt8oXQkmADiIpK+7NfIt6zB4Di+RPMv/m9HQu2bYTOn/pHRDv7N3y+NHia+de/g+/YLJ4Yx6mYaLkYi++O0faxPdviJ61AEEnuPkLzo88hyiqlwffJn3oNubWZ6KH94bWr1DCGr+Atbc8fMQh9DcLA4ceFhx+EhGhRXNuKI4islKuCIMAxbjjhHWT5BUkk+8Re9I7MyoY98HzqVxcovD5I+cw41nx5x51VN+NOpE9822Tx1MsUzr9N4Ln47qrRqe/aLJ5+DdeohpuFTaBlW3Hqq2VJ37XR082IioK3g6ntwyUjBAHG4CDF779A+hMfR2ltJfv5n8YtFvHN0JdETqUQY7FQnHBoiOIPf7hu9sNvNKi+/Q5KczNyNkvs6FH0/n68cgUEECNRpFQSr1Sm/PIrJJ96EjmTWf+8BAEplSJ6//0kjj8YmqI2GqsBzzKfSNA0fMOk9v77GFdG1r2JA9el8vY7IMskH30UpbWVzPOfDQMo0wgXT0VBikQQllvY62fO3NXLvBm0tMaxf3acWEscURXDQEKRUOIq0aZoeDlEgWO/+SBOw8FzPHzbx7M9rLLF4J9dJH9xrR6OKIv0fKKPgU/vWg50wo4YSRGJtsQQlg0jW4+28eQ/f2YleLo+9vyZWYb+chDXWDvZaxmdw187QnpXBklZHVeJyESaw3OVdZmDv3CYXc/vCcd1wrHtqs3I3wwz8+5a0TVzyWDqzUkyuzPIEYXuj/WiZyMsnl/AKpsoUZVkb4rcgdC7Kj+4iFW26H7qVvn7DwvTb06y5wv7SPWm6HyiO7TiWGww/e5WAnMbY3zCQ5Lh8cdUKhWfd961+cyndWQZJqc8xJAKw40yXLW6jx9APCZyPQouLvnY9u1N7qoKqgKV6uqEaxgB21Cu2B4EAd80KZ16m+wTz6K1tBPt3YWdX0CMRJETKQRJwsovUB8ZDLtMDh7Fzi9QGw61WeL7jqA1t2EtzCEnM7jVCm61Qun0u2QffQZBlGiMjyBF41QvbuP3LIAoq0haKLexWRbmzj+/uOJGLwjXW5mFG953eTF1fZyKSdPxHrRMBC0XY+ns9q0FRFkmdeAYelM7AKn9xygPnwv9F+cXkXNZBEW5q1sHQRIQFXFZ2kNElAR8fzmtIrDymCAsHycJK0GJIIavCT3YBERZIDQVD24aG0RpdWzHcFm8XKL9aBPTZ/LYDYfcQBI9pVEcr9y10qWcjBA/0LGS3Ql8n8r5SSb+8FXqV+fX+MjdfWzgaLwJAt/DM2+lCASei7Ewsc4rboVr1NFybRj5ULRXTTWBKBLssKHnQ2dfBo5D7eRJ3GKRxKOPrLR9C4oSepWYJtbUFMbgILX33l/J2NwC36cxOBiadT76KGpbK2IshpRMErgufqOBOTISZpDGxog9cHTDgMc3GjQuXgJBCAMuPYKUTHJ9lg8cB7/RwJmepv7BOepnzmxqMeHX65RffgV7ejoUMmxrC8thsdyKv0hgmrhzczj5PPUPzt2NS7styJpM+0MdxNs3bksRBIFE160+P1bZYuzFW2XiBUkg1Zem64nuTd9bTajr8mFc01k3RS3rMi33t9F8uHnjcxUFYq2xW9rG7brN3Hvr+9yMfPcK8Y44vc/1o0QV2h/uoOVoK4EXIIgCkhI6dc+enOHc188SbY7S+VjXpp/tR4naXI3Zk9OkelMr5bbZkzObuqhvhXrdZ6ngc/xBlTNnbYaGHH7lV6JEIjLf/Z5JsRQGIO1tItPToWt6V6dEEMBifnWHuRO6WrUaUKsH9PbIXLjgIknQ0iKh6XdpaRSWM74dPQiSjFspYS8t4pSXsBbnsPMLaLlmfNta+RBeo46abULv7MWtlHBrZexiHjs/j7vshB0eH4STsSAQ+H6ott7SgZWf+7Houlw8+RLq8FkkLYqkR5GjceL9B1CT68+F9eky0z8YQk1HsApjmAu3V2ZbQx1YvhecxUXUznaU5ibMa2N49btjyRDJavQ/2U68JUq0SafvqQ70tMbc+QKLl0s070vTfl8TbYezxJojHPx8P9WZOtdem8ExXHoeaSXdkyC3O4Vn+9z3ld1UpuuMvj6Dntbof6qdWHOEWHOEvifb0ZIq8xcKzA8WufCNqxz/5QM89dv3Y1Vs0j0Jhr43Tv5KmUzP3fFnk9NR9M7V78kpNpj5yxPUR+buuS5bPNWB2VjCdXbeHb0TVMcu0fzAx9Af/Sy+56JE49SmRvCse6y0LCx7vfilCqUXX0TU9ZCAu668/7L2TK1G5dXXqCeTofeRaXFrpCgQuB7G4BD22DhqWztSNo2gqeAFeLUq9txcGOgEwfUzIVjvG/Y8GufOYV69itrZgZwKA6fAsXFLZezp6TAwEQRKP3wROZ3Gmpy8ZSLyDZPyyy9TO30KpakpNI3TNZBkCHx8y8Yrl7Hn5tZ4g22GwLJonDuPcXkYtbUFORt6iyGKYQBVr+MsLeEWCreWxkQRy0xw6g/O4zVqGHkDq7J1Pu/q342weHERAli6vH53mFW1GPz6ED2t9xORk9iewXT1ApZ38+cSyOidqFKMhfoVAnw8y6M4cmsq2nd9pt+axCqt3pSqFKMttpf5+pV1xl6L6mR1XS0Mq2xx6f87TyQX7oIVMUJH4gAROYXjm0xVLmB563OffMdf128KwFhscPr3T5G/lKfrqW4yu7NoydDF2iyalMdKzJyYZuLVceqzNfSMzon//R0IAopXixsLRAKL5xd4/9+eRJQFGgsNvHugduzZHlNvTDLwmd2ocXWFzHyj1cTtwjRhfsHn6ac0/vwvGszN+zg29PXJzM76jI65nD5t8xu/HqP12ya6LvDzPxfhzbcsFhd9VGXz4CQeF2huFunpkYjoAgP9Mr4H8wse4xMe5845fPUXIggCRCICz35Cu3uTehButOR4kvqVi6Ex5cUP0Fralk0hPYzpiTXSF8bUGPg+ciKJbxpY87MIooQUjUMQ4FRKBF6o8VMfvbIsuBbQuDaMFIsjFIQfC63QxvQojelVgUpR1ehOpDYMeCItCeSoSuni7Rv1+p5L+fJZtGwLgqxQGjxFIPgIsow5PII9MYVXr29LdDbwA8bemkMQQ4+2yy9MYC6Xay988xrFscpKhsaqOZz6D6Etz/XHrmd3EGDu4hJzF8ONs6iICCLh84qI5/oMfnd85X0lJXzN9XHsurt2bEWEAGbPFXjjd8/SdjiHEpG5+so0Mx/k8Wyf6nyDM386TGVmdQMyd34Jq+rclvK6pCsoqejK/xujC9QuTW/6uxBEmUzzHjQ9BYLA4sw5EukuBFFClnUKcxdRtSTJbB++77C0MISixkjlBiCAUj50V+8YeBKjtkBx8Qq10u0YiN4Z7EqB+ZMvEGntQRAl7MoS1tLOjEMBhM2E8ARBCADikVY6cvcTUdMEgU+hcpX5YpgB2dv1SRZLQyyWQzdWSVTobXkMz3eYXHwPSVRoz91HJtYDgkDdXGS6cBbDKgICPS2PEAQ+fuCQTfQjIDJXvEChMsrerp+iULnKQil0axVFhd6WRwiCgImFE/jBPwyhLikSpfljn6N0+q31zf7uEKIgk9RayEV6aIvv54P571Czbw2QWmN7iSopxkqnCG4i7kiCgiCIuP76gVhETtGXPs5Y6X0M9+60ioqCRFJrJat30544wLn571K1d243IUgCWlJDid3QueV4OA0Hu2KvOzmpPW0kP/sk5W+9ijP34QmStR5r45l/8Qm0pMbsyRne/p/foLG4852zKMJPPafx1V+M8t/+92Wmp31+7Vej7N2j8G9+t8rsnE97u8jPfjHCkSMKrgvvvW/zne+YFJZ8dB3+6a/Hyed9/uwvGmvKUZIEn/i4xpe+GCEaFUinRPIFn2rV5w/+rzqXh126uyW++gtR9uyWmJj0GLrscuiQwv/2L6u3xQdaD3IqS6Szl+qlH13peCuIqkb35/4Jif79ACydfYvZV7991zk8677v879EYuAQAMULJ5l9+ZsrZNLk7iYi7Sny702E1iiOe1uBpyAryLFkaCHUqKIf3Ifa1YkYieBXq4ixGOUXXw6pBx9hUySOdHPgf/25lblp5i9PMPknb2zK2ZHVKJ0DT1ItTpFIdzEx/BLdez5GpThJozqP59m09z2K1SgSiTdTLlzDqOWJxJtIpLtpVBcp50fo3vsJSotXqJan8JwfnYyCIEpE23qJtvdRHvkAt15Fjsaxa6UNN5lBEGy429oyw6PKcXa1P4Npl5lcfA9NSdDdfJyAgLml8zhug+bUXpaqY3i+jSrHyaV2Mzb3FgDdzcdJxjqZyp+GwKcjd5SBtqe4PPkCnu+gq0lyiQHmiheYzp9BECQsu4zvO5h2idbMAZaqo7ieiSbHaE7tYXx+J8GOgNbSTqSzF1HV8cw65vQ4VmEBOZYk1reH2uhlvHqYIdBbO1FzrVQunUZv70GKRPGMBpHOXvA9atcu45QKCLJCrH8fTqWIkkyjZltwykvUrw2tpMQFWSbaPYDW3E7gujSmRrEWZ8M2ekkm1rcXp7yEqGlEOvrwPYf66DBupUS0Z4Boz25ivbvB93GqZdxqierw+W2LGG4FP3ApmaFXVVt8/4bHzdeHN3yuKdqHLGpMVy+y3oxouGUG8y/djdNdgR94lMwZgsCjPbHxeW8XgRdgFk3M4vavq6CpKM0ZBOXDqw6LqkjnY13oKR3Xcpk9MU2jcGepZ9+HF35grWkh/3//cG0ANTvr8+9+f/2ymWnC//F762fyPA9++KLFD1/cOEs5OenxL/7lzdm6u5NOd8tLVMs76177hwbf9cne10G0I4nv+sy9cgVrafuBdOA6OOXVzVPj7Dn8hkEQ+FhXrhJ/7JG1ptIfYXPcsJS7NXPLmnHg+wSBj6xGWJw5RxB4+J6LUVvANsvISgRVTxL4HpZRwnUM0k27kGQNVUtgGWU8z8LzbGyrumGwE2+P0XSwiVhLFDki30Tg3hjV2Toj391YgDLa0U9m34MosRTGwhS+65A78gSLZ17Fbdx+J/OWs3Qm0YOmxJlcfA/TrmA5VQy7HAYpS+fJV0bY2/lT6GqSupknk+jBdQ0qjVl0NUlTai9zxQs0zAKCIFCsTdDd/CCqEl/O8oDplJkunMV21k6QhcpVWtIHiGk5yo1pMvFeXM+m3Fifi7EZIh09ND35SeylRXzLRMu1gB9gFRaRk2nSRx/FXJxdDXjau0nsv5/K4BmiXf2kjhynMTWGbxlouRZiffuYe/FbBI5F6vCDiJqOtTgHvkd81wH0lg4K775M4HlkH3qGaM8urPwcoqyQ2HcfSydfo3b1EoKskDxwdKVt07MMZDmJFY3hVkshwVAM06a+YxPYFr5jr7nRBUQ0KYbjmyiSjihIuL6F7ZlcDz4ERFQpiiTK+IGP7TW2HTRKgowmxcNdmu+sKUlJgoImxWiK9OEHHmVlFh8P2zNwfSs8NzmGJITva3k1/JvaK0RBQpWiiIJEEAS4vo3jGyvjX/9MQRDgeAZucOeO43+fkOxJ0f10SKKuz9aYfHPyHhMYP8I/FBjzVaZeGERSJDzbw6nf+W/Pq9WI3ncYrbsbQVXw7Y271z7CKgLHxavbiKmwpC/pypZt7bKiI4oKqpYg07wH26zgOI2VkpDrmCzNXiSWbEdWIriOge97aEoE1zVxrHA9rJdnybUfRpI1qsVVwrGaUNnz/C52f2aAeEc8zI7LIpvKvtyA2VNzmwY8sfZ+SlfOEmnuBMLuL0FWdiy2uGXAoyspdDVFX9sTK4usKEpU6rMIgkjdWMRyqqTjPRhWiWxigFJ9CsupkIy2oylx2jKHaEruBkAQRAyrtIaZb1hlXPfWyLFuFqg0ZmlK7aFmLpBNDlBpzGLat18SkZNpRE2nfOkM1vw0CMvs+2AbNVQhZJyXz5/EnJ9Bjsbo/MLXSOw+SGXwTBis1KsU3nkJ3zKI9e2j9bkvUBn6AFFWiO8+ROGdF6mPXgZRInv8adIPPEZ9YoTlC4qkR1h8/Xs41UronuH7EATURy/jmwaRjl6qQ2cxZqcISQirC1pESXGg6ROUzVliShZVjuJ4JtdKJ6hY8wiItMX30ZE4gEB4oyyZk0yWP8Dxt85mROQ0PamjpPV2anaBC4svrAQtcbWJzsQhctE+/MAloiRxfYfp6gUKxjiyqNIRP0gm0oUuxzk3/701ZSdJUOlO3kdztH+Fl1U0pxkrvY8XuHQlj5CL9CEgIIkyZWuOa8WTKwHR1t+dgNrfAX6A3JTGrxu4+RLari7cxSLW1SmU7jakRBTz8niYfhAE9EMD+JU69kTIXRCjOmp/B3I2ReD7eIUy1tXVWraUihNtOYAY0XAWi1jXpjfgt91dqHGVfV86QLwjJEZOvTlJZeIjH7afdKzLUfwwIEC0LYnWFMNcqNKYvnMLDGd2jlq1hhiL4lWqmzZ8fIRVuDULu1BFWQ541JYUgigSsHFJS4ukcew6ZmOJSCyHJKssTJ4iWFn3Akr5q5SXxhAA3/ewjXIobQ0Ey/P80sIgpcXhG14X2m3s/9Jejv7KfcgRedtBzm195noFPdOCrMeQI3Hi3ftC3bsdtmxuGfA4noFplxmZfhnHXb0xPd/F8x0832Wpco1cYoC6sYimxJlYeHflGMczmS6cYamySpQLCLDWZHPWDzo832axPExP80NkEwPoapKp/Cl2wl40pscwewZoeuKnsBZnqV0dxJyd2CTeWfvludUyTqkAvodbq4QlrExuxcbCXJjFtwwCz8MuLgIBcjSOFI0hSBLm7FSoKul5mLMTxHcdQI6n8Bo1BMCYHsetVcH31n66ICAI/NDzZ4MATUBAFSNE5CTXSicQBJHe1DF6U8cYzL9EXG2iO3kfM7VBisY0mhRjIPMwrm8zUd6ax1BzCgwvvUF/+mFiSnrtc3aesfL7KKKO6VUZL58mCHycZS6P45uMl09TNKc53PKpW/Rr2uL7aIvv5VrxBHWniChI+IG3nH0KKJmzlMxZXN8kpmTpTz9MSm8j3xhlW5BEYg8dQu1uw6vWUTtbsMZmEDQVKR4h//VvE71vD2p/B9boNIHhgSiQfPZhrGvT2BNzSKk4qc8/g9rZjLNYQhAE/IaBPR0GbkJEI/HsQ/gNM+wS7Gim8ndvUX/3/PbOcZuQowqyJoX3gRB2o+16fjf9nxxAVERKo0Wu/t3IXe/YkCKxFXVTzwi1owBELUKkpZNoZz9qKoeoaPiejVurYOZnMWbHsctLW6bdIRT+U1M5Yp0DaLlW5EiMIAjwzAZWYY7G9Ch2uRBmN7c6Xz0UCAx8P5SgD0KirJZpJda9Cy3XhqTp+K6LXcrTmLqKsTi9rRKxpEeWjQtDTZBtlZVFCVmPrvgAepaxNTdnecMjyApatoVY1y60pjYkVcf3XOxSgcbUVcyF6R13rGwHsc40Wi5K8cIsTce6qE+WqE+uH/SIqr4inLgeAs8NM9i5LLFjR5HTaXzDoPzq6/jV7Xd/hWKGCfTmDiKtncixJKKmAwKBY+PUK9ilAubiDE5lKbw+m92Dooik6iipLJHmTtRsM3I0gSirBJ6DZxnYpTzG/BRWYS7Ujtninha1CKKshPxU0yDwvZAonEgT6xog0tKFFI0BYWbfLi7SmB7FKi6sdgfeBKdUpzG6SLS/GUEQiO1pRU5HsOc3zpDVyzP4vocgCBjVBSyjzK0TREDguyuPhlpHN60zQXBLRSDdn2bvF/YgR2Rcw2Xh/CKzp+Zo5I1tk7HNpc3v3fK1C2QOPESkpQu9qQO7xNmXjwAAIABJREFUXKA0fPredWmVapO0ZQ6RTfSzWA4jPEXWcVwD2wUIyFeu0pzeS0fTUUy7TN0Ma7amXaFYHSMT76PSmMPzLCRJRUC4KeDZGMXqGB25++lpeRjHbVAzFnb0Qd1qmcXXv4/e0kF84ADNT36SytA5yudOrNy8N0aognynEauw6X8hAGH1xvNde030fLsI8MkbYyvZk8X6VfozDyOLGlm9G9d3mKlewg9c6k6BjNlJVu9ipnJxGyWiANe38Pxbj/MCB8tt4AUOnu9gubVbdqde4CxnktY+LosauUg3RXOahca1W54HqDtLRJU0upxEFMPbVZduv83TK1cp/c1rZL/6WXzDovJXL9H0m19Gac1t/kJRIPrAPrTd3Sz9p+9hT4WdXoIg4BsWkAvtTibnqfzgHQDSX/gY0QcP3NWAR5RFDnzlIL3P9uEaLpIqEclF0FI6oipiFgwu/sfzlMfubnZHVFS6PvOL6E3t2OUCE9/5Ezyjjt7UTu7BZ4j37kPS9NAbZ3lBD3yfwHOoT11l+oU/xzM2aY8XBNR0E5n7HiW1536kSAxRkkPWNITSFJ6DZ9SpXDlP8cJJrMLGHUOiptPx3JeJdvRhV4rM/PAv8MwGmSOPkj54HCWWRJCV1XP1PPyjj1O9Nkj+9OtY+Y39/ERFo+1jP7MiDlgaOsPC29/fVFAQQG9qo+vTv4ikR/Asg/k3vkv12qVNXxN4HnIsQebwI6QOPogSTaw9b9/Dv/9xqmNDFE6/jrlw95sZgNV5K9g659T8yHOkDxzb8Pn69Chzr347VMEvlggch8D1wntnm1AzzST33Ed631HkRAZRWS5vLGckrl+bwAuNKxuTV5l55Zt4jfXXGyWZJd6/n+SuQ+hNHYiqtjz3i8vlogD8AN9z8R2LxswYS2feoD51bdOgp+XxT5Hacx+u0WDutW9jzE+S2vsA2aOPo6ayiLK6eo8HPoHr4pkNylfOUzj9Ok7lVo6ZV7Monxol88gu5LiO1pwk99R+5r75/oYigZ5nUytNbvv63g7ajrUSzUUIvIChbw5z/j9ewK7a+O6qme6dwjPrLJ1/m9LwaQRBxHftrQPYTbDlndawlhhfeIfO3DGyyX4IAlzPZLpwloa1tHxMgYZVpDm1h8uTP8DzwwnA8y3GF07Q0/IwezufIyAkUC1VRqmbefzAXe7QCthoW+r5NkuVa+zr+iSXp17A8zZenEVBpim7D10LsxC+71AoXcEwiwiSROA6NKZGMWYmyD74JPHdB0Pyr2MR+D5yIg0LM4iqhtbUtuaHKCfSKKkcnmUiRWLIyQzG9PiKaane0oGoRUJJ+UwTAG6jhmeZBJ6L3tpFrTGEIEro7d34loVbrWzpFguheKEgioiqtqwFxLqZHsdb3W26vg0IiIKMLGn4gbMmQre9BqIgI4kK7ibX9F5CEmQUUadszbPe969KUQYyj6CJMQw3FJCURHVHgahbKOMVq/i1Bm6+hFetEzgugrq5wJugKqi9Hdjjs9iTcwRmeK1uPFvftDEuXsOvhbsOZ2EJpbMFgLicJaO0U3EWqbiLd1SqUJMamd3ZGxahsCxbn61x8T+dZ+yHo3fsc3QrBORoHCWRJvB9lGgCNZmh7WNfINrRz/UFIQj8MIZHCC0ZRAHPaGxp8hdp7abtmc8T7egNF63lgInrGRBBQJRVxKRG7thTRNp6mH/9OzTmJtad9ARBQIrEUBJpBEkm0tZDpLWbzJFHwixV4K/wFwRBQJBlJDlB+tBx1HSO2Ve+hbm4AUdQEJD0KEoinF8kPbItawBBlJHjSeRILOQfbCEqGIqRqjQ98hyZQw+tf96SjBSNkz7w4Op5z9/9duHGTIV4T4bcsW4a0xXMxY03qqKqIUXiK6KGyye78nuVI7FQn8i28SpVpGQSuTm9YrC6KQSBaEcfLY9/mljnQDifX183/GCl9CIQei0JkoyoaoiavnEWThBI9O+n9emfRlK1G1ScV691eJiIqKiIikpy9xG0bAuzL39jlZKwDiQtvE9ELUK0rYdIWw/Nxz+OqEdgmUjMcpAiiCKCoqKoGtmjj6MkUsy+/E3c+q2da8UTI+Se2U/64V2IukLr80cxJvKUT4/dg9/+5kj1pJBUiepMjcvfHMYo3P3uLT3bRuD7WKUF4l17iHUOUB2/TGN+Ynt0lJuwjdA6oFAZpdqYR5Y0QMDz7TXlLYCrM68wPv8uplPhxuXAtEtcnXkNVY6GEVrg4brGSlA0Ph/uim8mst4I223QsIuU6tO3tEPfCF1P09PxBIlYW/g6p45hljCsEvHdh4nvOYhbLUMQoLd20pgaDX1xbBNrcZbMg08S6ehGVHXUTNOanZuoamSOPYFbr6Bmm/FNg9rV1V2aksnR9MQn8R2LSEcPlaEPcEoFAs+jevk8mQefINq7K0xRN7Wx9N7rBI6NsKysuhmcahm3ViF7/Emi3QM45SWqVy7c9EMW0OTVzIcqRQkCH8+3sdwaSbUFWdSW28YFInIS17eWA6M7RUBAcNuBSEiAbhBV0giIt3y3uUgPKa2Ni4s/xHDK6HKClNa2s1O87swbsOJjdj3Bdj0IuVEhatV2RABJDLVCNtpV+D6BccN34YfXQhUjtGr9WF4D2zcQkdClGCBi+XW8wEUXY2G2KPAx/Y0Xk8APWPhgnmhLFD2tI0gidtmkcLnA9DtTlK+V7kh3ZzsQZYVIRx/J3YeJtPbglAs0Zicw5idxl3fQajKD3tqFmsxSn7iy6U5MTedofepzodVBEOBUlqiODtKYuoazTNhXkhkSffuI9+1HisSIdvTR+uRnmXnxr7GKm2d7JS1C00MfR4klQ3uH0UHqkyPYlSUEUULLtpDcez/Rjj5EWSHa2U/Tw88y98o3Vz7Ph4XkrkOIqoZvm9TGLlMbH8YuL4WWLNlWknuPEO3oR1RUou19ND/yHLMvfWPdRfJOoCY19OY4bsMh8P1NyaKli+9hLc6GatVaZPn76kXLtq45zp6cQlBVvHoNUVbwKlt320Taemj/xJfQm9pD3ornYpcLGHNTGAtTeI0wsyxH4mi5VvSmdpREmvLwBxuXD4OAxuw4TrVEEI3jVJYwFqYx56ewSwU820SUVfSmNhK7DxNt70NUwhJj7tgzmPm5DTNH1yHKCunDj4TebIqCMTdB9doljLlJfMtE1CNEO/pI7rkPLduCKMkkdh2iMTNG4dTr3LwR9GoW0//5HbSWFJHeHFp7mt7feJa5b71P8cRVnELtjiwhbgdKVEYQBUpj5R1b2GyFRO9+jPwMge+S3ncMszBLes9RrNLiuirOW2GbucQA261juxu/ge02sN31d3Oeb2FsUJfcbEwII/am5C6K1fGVjNJGiOpZYpEmJCmsI4ueHS7CQYA5N4mo6cixOIHnsXTqTRqT11aCmvzbLxLr24uSSGLOTVM+dxIl07QyYVuLs1QunUZraacxUaF2bRCnXESKhEJQ1eELOKUl1HSW4pl31rSlF0+9ibUwg9baSeC5lD84ibkQ7iID16EyFOoLbLQ4+GaDhde+R6xvL5Kmh1mjmzQIBEGgLb4Xx2sAAh2JQ5TMGVzfJt8YpTk6wED6EfLGGBE5SSbSxUT5LF7gIAoSihhBlxOIgoQuJ3A8E9szCPCRBRVZ0lCkCJKoLgv9GStdYH7gYbk10noH2UhYPjPdCpZXXx5bR5cTCIRjW14DxzfwApuFxgi7M4/TkzpKxVpAEsJ0csGYwAtcRCQicgpZVMlFeteUs1bPOxkGE3IC22vgeCb+JkS+mxEYFmJEQ9A1MCykVBwplwqfcxzc+QKRo/uQEjFcawPS5k1fnYCAJkaJikk83w0zD4JCQm5CF+PYgUHBnqI3eoSKm8fyGph+/daBrg/vB0y+Ns7ka+PrPv+jgKjpNB3/GHIsSW1siMWTL2HMTd660xJE1FQWd5NSlqho5B54mmhnX8gvWJxh9pVvhqJ4N/4OpqEy/AHpQw/R+vinkWMJIp39ZO5/jLnX/mbTgEqQJPRcG061zOyr36Y6cn7Nzr0+OULl6kVan3qe9L4HECSJ5MBBaqODlC69v+PrdKcQBAElkcapV5l/428pD51Zs2jXp65SuXqBlic+TebgcQRJJtF3gNrAQYrn372r5+I2HIy5KpH2JLmjndRGC7iN9TdJxtwExtxqB48gybQ+8ZlbAh5BjxA7cgjftnHzeQRV2VR8UNKjND/yLHpzR7g5cGzKQ2conHljw2ycqEWItHZhLmye9TIXpsm/9zK+Y9OYurZuq3N98gqVK+dofepzpA4cQxBE4r17UdNNGFsEPIIoomWa8D2XyuWzzL/1/VvKVbWxIerjw7Q/92X0XCuiJJPaez/F8yfw7VuzJrWhWUZ/7wW6/vGTJO/rIdKVpffXP0HuYweonBmndmUea76EU2rgm86OvbVCzujGvy+n4RD4AYHr77TCtCVEVSPwXBI9+zGX5lm6eIK2x59HlOXbmOFX8aFbS2wEUZRpTR8iEWkhoqW5Mv0yvr9xrVwQJOKxNmR5/YyJU14K+TobwKtXqVw8teaxNSJ/QYAxM059bH0tmsCxqQ6fW1cMKfBc6mPD67428Fyqw1tzPZxinlJxY2G7IAgomTO0xHahSlGq9jwT5Q/wAoe6U2Kk+DYdiYP0pY7h+g4T5TMs1K8SKih30ZU8giyoeL5NT/IBXN9krHyamp2nPXGQbKQbbbl1fE/2SSyvzsjSWzi+SYDPTPUSiqTTk3wAxzeZrJzD8uok1VZ608eQBAXXt+hK3ke7bzNeOUPJnCHfGEVApDW2h1ykBy9wKZpTCAYsGRPElCxdicO4vk3RnGK+PozthaWjtNZBd+r+8LwDh+7k/bi+xUT5LCVr+9IF1tUp4k89QPqLH8ddWEJpb1rNVnk+9dNDaHt6yH71M2H3lSAgSCLVl9/b+PsgoOoWqLoFFu0JGl6FuJRBE6PIooIUyICA45ssWuM4wb3ZId1NiLKClmmmNn6Zude+g13aQOQx8LFLm4sw6q2dJHcfRpRkPNtk8d0f0Ji61aYEwt9I6dL7RFq7yBx6GEGUiPfuQ2/u2JK7EgQBxUvvUb16YV11VrdWJn/yJfRcK3pLF4Kiktp3lMqVc9siSN8rBEFAeegMlQ0yFG69Qv69V9Gb2om09SDIMql9RykPnb6r5y3HVBK7mxAEKF9ewKne+X2qtrUSBAFSKomoqXjVGn5jIxKqQHzgYFjGEgR8z6U0dJr5N767KTfMt4www7gNlC69vyUnxKmVKV44QbRrADWZQZQV9FwbxszYtt7DmJtk4d0frsvNIQioz4xSvnwW9eFPIMoKcjyFlmnGmF/Lv5GTEfSuDJHeJnzTXTYyBlGVSRzqIr6/A7dq4jUsfMsNsz07zPiUTo8x9SdvbPh8ZbKKZ3vE2+MoEfmeZHkacxNk9h1HkGUWz7yKICuhPMtPqpfWRhAQUOUofuBydeY1Ko2NyYQAsqSRinffk9a4nwQEhAHPNWMSQRDCri5uaD38/9l77yjJ0vO873fzrVzVqTr39KSesLM7O5vzLrCIC4AgYYGySEGCTJuyeGjLPD60SImyTNnyOTSDdY5FmRIpEmAyQYIg0iItdgFs3p3BTs49PZ1DVVdON37+49Z0T+cwPbtDAs85E7qr6quvbt17v+d73+d93sYUxcbMTY8t6qbm62PkGyt3Qr4I0kATpdNMlpeRMsGSKErNLXAx+73m+Cy8d8GapjT3jTXGDlKZs9XLzFWvNqNxwWtFM/10vfA2kiQvjCkhLaSgco2JVYmNf3PEwRdYV8cRbnDx188P42YKQTj75GXcbAFnOkPuz79J6PBeJNOg+tZZ6meu4leDm7A7nSX3x88TumcfaroFXA97bAa/YeMVylSPn8erLEY37YnZFaF/CYmwkkCVNGy/gSIFl56Ph79OmvZOg2c3mH/nVezi9l2lJVUjOjAUaOaA2sQ1apPX132NcB3Kw2dJHLgXRTHREy3NHfz6hMdv1CkPn1u3Ksqan6UyehmjrauZ6kpjtHdvejHbGFvf/vq2RWn47Lrkxc7PUbl+MYh8KCp6qh2zo5fa5OrEcTvwGg7lq1m0uEF8XzuF8zO4t+jFIxwbOWSidbTjzGU3iO6EiO8+hNxM/TuFeeZP/GB9IfyWJ7S578cuZHGK8wttONTIyv6Cqw7vexQv/BC7uHp7HyDoBTl5Dc96BFnVkDUdLZ5aQXjSzx2l++8/gtRscnqzhizQpCnoqQikIsvfYctozKxvQTB9YoZ6rkFyMEH7kXYqMzv4nTRRHruIWyvhOw5WMYOimxSvnLz9vbTebXi+w+jc65t+vqaFiUW6bstcfNvCq9dWvW2JZmPBG1bs7yVukJy1rt+1HxPraqjWG3Pj560/9kbvIVgUJN74eUtj+z61ExcWfqy+emrh/+UX31r4v3V5DOvy2h183fnCqhEdN2NT+sarS35nXRrFuhSknmatEWy/gUCQd2aw/BoCH9tv4PgNZqyRv1UtUqzMNI3s1LarJCCo/LqxYxe+T31mfN3018J757NBnzndRFI19FRHUH6+Dplp5GY3pWupTlyj5Z5HkQ0VJRwJdtc7Rni2vgmzC5nAeHQDVCeu0XL0cVRVQzHDGC0dO0p4fNujNlPCudTAytfw6rduEmhPzYCq4dfr2BNTeJW1v3s1HCOU7l3YyJavX1yfONxG+I6zhIDK2uY62juVEo3M5IbNY91qObAugWaRirniOXJIDwwH7wAUrhe5/JUr3POPj3D3Z+7CLtvMncng1Jyds8YQgnpmcVPjWXXqme2L8+9YwrNVxCJdqFp44yduA8VzJyhdOIlYRYfkN+rMvfTV4ES9A7oh/xh3Fur+oibAEQ2Kyww2697frh5CViG7oVBzIyhmGD0Z2AEI4aNG48T33rXx68LRhR2tJEmo4ciGhMctF9b0NbkZdiGL7zooRghZM9BiqYUS8PcCTrmIt4p+YznsQtObKBRZiAoE1W47cy9yyhbFC6s33d0uhG1jDV/DGrmO1taKpCoLC/1yqJFY8F1AkxyP3db+YpKqoYaiKKEwcrOiTpIVJFlGMUKo4ZstMTZHZN1KMdBobgDhuYvfWzNtfifDsz2ufWuEeF+c3R/YxRO/9igTr00y88NZavN1PMsLdEDrwK46FK7dupnlZvF3hvAkYv3I0u3pySIcB8HaO5ud6mm1XVhetWnc997sfH6MHw0IIfCtOv4GvjMbQb3hhQPIikrL3Y/QcvcjWx5H1owNLeY9q4G/iQXSd2y8Rj3w6ZEklFDTvPAWP+t24Vn1Tb13YH5YB1LBvM1w04Ljztx8mbt3BdYizXXQ3LeH8iuv4a5akCKhRmILvbZ8u4FTKe04CZVkBS3RSnTXEOHOPrR4CiUURdZ1ZFVv2iw0/2xDMuFZDbxtZQBWvlfl0jSzXz+5jbG2jsrl9WUkQ5/cT89DXcS6Y0iyRKQjwtAn97Pv43uxKw5ew8XfgPBkzmZ46Vd/sJPTXhe3THgUVFQ0rB1q7LcdqIpBLNIZmEX9CML1LTK1tfuR/Bg/xk7B97xbXnAU3dwZrZ20VMOwGoTnbC7yKnzEknSFHmjHbnWOweBbf4Xnbk6YKcSyNIse+Pass0F7L2HsGqAxsRilCaIYa3yHEsj6YhGK51jB97mDUEIRUnc9SPLQA2jxJLJmBA80j6twHXzXWRC8q+HYum7Sq+GGEeJOoPDWMKV3ru/IWBthI9LcfX8nu943sOJalhUZM2FAwtjwPSpT7679wy0TnoTcRlRKMuZd3In5bAuRcAeGkfiRFSz/GD/G3yYEO/bgWvUdm/LIBaz5radNrNzsxhVJW7gn3KwPC8zztjylW57D4mQ2T5JudrXd0XnfBtROnaE+dn3h87mZebzqOvYFN3dS36BMeqtQzDAdj36Y1OEHkDU90GPWK1QnrgVtKcoFvEYN37YRnoOkGaQf/RDh7l1be6N1jHW3CuF4eNssM99pZC/Ooxi3llXJD7976SzYJOGRkGiRO2mTe5BRKIks09512uQeepW9aJJBVEoy708x54+TkNpIK/3IKBT9LLP+GBIy/eoQNb9MUm6nJspk/Am6ld1cd8/j4ZKU2onLLUx6V/E2WWUvSTKxaDeGFr2lA3GnQ5F1FEVHUTQkSQmiWTcqmnyv2dvMbjpR3yGNB+8gSJKCpoZRVWPB5NDzAgNN39+MJkBCU0OoqtlMnUr4wsX1LFy3fkttQbYDSZJRFQNF0ZElrWmFz4Ijr+c7uF5jk5/t3YVvWwuLtPA9ysPnKFw4scGrVoFY+GtNSIraNKrbYKymo/PCHG+h9HW1OWznNUFjyI2eKC2JOOzkvG8HnPmlvdXsqfXTJt5N+itZ1bZ1LFeHRHzfkUWy43uURy6SPf4SVnZm1fYFaji2ZD4/6rj415e58rVbyyz4zrt7rm7q7NEw6FIGmfZGKPk5VEnFxyfjj6NJOjom171zCAQGIXqUvcz4o9RFmUHlMA1qVPwCSamNhlTlmnsaCRkbCwWFpNxOzp8lIbdji/q6ZbqSpGDocUwjgWkkCJkttKeGkOWVynVF0WhvOUgotEG/pHVQrc6SK67e52mzkGWV9pZD6PpSUlarZcgVh9dZLCXCoVYSsT7i0V4ioTZMM4mmhJAVDURQzea6dSy7RL2Rp1Kbo1qfo1ydxrY3Fsotmaek0pLcs+rx8twGmfwlHGenSg8l4tEeEvH+FY8I3yNfvEa1vobPSxOmkaC99fBNLxRUajPkiyPLnpci3XaEttQ+IuF2FFnH8x1q9XkKpVEyufMUy80u9KtAVUO0pYZobzlAPNqN3iTXtlOlWs+QK1wjm79Irb61Um1ZVmlJrDzejUaBXOHqqr3LZFkjEe0lEe8jFukmbLZi6LGm2aaE7zvYbo1GI0+5NkOpPEGxPI5l3zniaLde4QYDkVQNJRS5beJgxQgFi+QGkSBZ0YJWETQrL63Gqr4925uDueV0+0J/MtZfYGVFRTFumrfdWHAS/1uPZsQluC4lZMNc+Ky3CklVSRw4tkAWG5lpZl/++rp92lDkBT3RjwFO1cGp3pmp07WwKcLj4lDwM6SVfgwpxLw3TRAAvuGJIhbCwYYUQpIkin4GF4eyyBOTklQo4OKS82exb7qI836GlNxB1S9hSCZZf3JhLEUx0LUIoaaDcjjUTshMoWsRNDWMpoXX7a2kKgY9nfff0gGamHmbfOn6ktLorUKRDfq7HyUR613y+7n585QqkyvadEjIhEOtdLbfQ1tqP6FQ65qfU1E0dC1MONRKKjGIEH6zpUaeTO4C49NvrGvYuHQsne70MTpuJhFN1Bt5ytXpHSM8kiTTmtzDnoEPrHjM9SwuDX91Q8ITDrUxNPjRhZ+FEMxmz1AojS6QyGRsgD0DzxKP9SJLiw1hFUVH1yIkYr20tQwxPv0G03PvrDhW4VAbg71P09YyhKos1Z6EFJ2QmSKV2E1H60FGJ18mm7+y6XNFkXW60sdILzvepcoUldoM9caikFOWNZKxfrrT95GI9WEaiVUXUUXR0LQwkVAbLcm9uG6dSm2W2exZMrnzWFskwbcDbrWMUymhhmMLvjeyZtwWawc1mkDWjQ17emlNMzkIPH+ccn517c9NmxNJkoPS+g3moMdbtlxxo0YTKLq5od+MFk8tLNrCc3FKhR0jancCnEoJt15FDUUD48u2Tiqjl25ZE6NF4wt+OsL3qE5cw8pt0KpE3znC9WO8N9gU4fHxmPKGKfnzpJV+omqKYffUqmmnxTy4tPCvuOlRb5nnSMUv0Cp3kZDb8IVHXQQiJkmS6Uk/QH/3I82wvbKQyvm7otXR1BCKoi8hPJKk0NYyxK6eJ4lF0kjS1rq2S5KMocfQtSjlyiTSnZzQ32lIYOgxNC2CbZeJhDvYu+tDJGJrG1JKkkwk1M7uvmcQvsd05uQCYTGNJHsHPkhbagh5nSaviqySiPWzb9eH8X2P+cLmHF7XQshMoSqLHhyaFqEnfT+96QcwjPimowWSJKFpYZLxXcSiPbQk93B94vuUK9Pr9qS73fBti/rMGKGOHiRJItI7iBZLYuV2tvwZwGjpQA3HcEr5dZ8X7t61UDnm1qvYhVUqHpcJhBeiR+tFYWQZs6Nny6kYPdmGGo1v6DkT7hpYIDxeo4adX3+T8LcNXr2ClZ1F7QuiqtGBAxTOHb/lnmGyEYLmNS08Lxhvg7S0nmhdaBz7Y4Ae05E1Gbtk49+hVYHLsamrUEElLMWxscj5s3Qpg0jIgIsjLBJyKyEiONhYoo4rHFrkNHVRISYlmfJuNsJauh9qUMMSddqUbma90ZvceyXMZurq7ypUNehNdQOKrNPZfg+DfU9j6PFbInZC+BTL4wtNWn8UICGha1EMLYYQPrt6niQe7dnwOEqShKHH6O95jHJthnJlElUxGeh5nLbU/nXJzs1jhMxWBnoep1KbvaUUkqqYmEaccnUKXY+xu+99dLbfg6psrTrk5rmpik57ywFCZgtXR79FrrBeKvX2wncDoXJ8/z2oZhg91U7iwL1k3nxhxz1W1FCY6MB+6nOTsEbkQ43GiQ7sD8rQhcApzq/q4CyEj1MuLvxstKZRI7F1ozALrR82KJ9ffd5D1GfG1zwmaiRGZGA/kqoF8y7lqd+GjunvJdxqmcrYZUJd/UHz2nQv8f33kD/16i1plZY0A5akhejeWlDMELG9d6GYt8fr7ZYhS8iaihIxMNIJtGQY2Qx0YEjQGM9RvTq7o41FD336AC17U5z+/FmyF7ZuiaIYCu13tdN9fydmysSpOcxfnGf6xCz1XP22SFE3LVpOym1EpAQ+HtPeCF6z7LHozxOVkvSrB8n6k8z700x6w6SVflpIM+9PUxTzyMhU/AL+sk8h8CmJHFESFPzt29X/bcSNCA8Eeo6u9DF29z2DpoZvOYpVt/LNlNCPloBZ1yKYRpxwqI321oObIiuq+EglAAAgAElEQVQ3EDZb6Go/SqU6Qyq5m872o8jy5nfmkiQRj/XS3nKQiZm32O6xlySJcKgdTRtnsPdputrvWThPbgWSJBMNp9k38GEu+c+Tv0Vt2rYhBLWp61SuXyKx/24kWSF15CHcWpnipZPrEgjZCKHHU0iyvMnFXSJ5+H5q02NUJ4ZXkB7ZMEkdeRgz3bfQmLI8cmHVFJjwXBqZKXzPRVZU9GQr8b1HmC/mV03HafEWWu99AiPVztZLpySSB49Rmx6lOnp5RZpK1k2Shx8k3BU0X/Vdl/K1C9vqIH0nQ/gepatniO+7G7O9G1k3aLvvKYRjU7p6dp3PK6GYIRQzvGpfN6dSxLNqQAuSomKme1HDUdxVTDWDY/0A8b1H7rzsgixhpBPE7+ol8cBuIrs7UMLGitYTmW+epjaaXZPwyIaKGrvJAqBm49XWTzGn9iTpebib6y+Nkb0wj6zJaKHgfunU3XUFyVpY5eDfO8CBTw0RbgkhazK+5+NUHTLnsrzzn0+RvTC/oXHhVrFpDc+4t3rTTJs6I97ZJb8rixxld6mRlI/HtWXPgyB6FJHi5PwZ3CXeEQLLKVOprZ9XlQBdi6Kt4rLsCx/bLuF62+/9slXh71ag3kR42lJD7Op5Al1b2QNFCIHvO1hOBdep4wsXWVZRFRNDjyHL2rILUVCtzVFvvLslf3cCVNUkHOqgJbkbVTEQQlC38hRLY9hOBV2LkIwPEjJXhqZlWSWVGCQe7aY3/QCaGqSVhBBU6xlK5Qkct4auRUkldmHoK60QVMWgNbWf2fmzt6R3ikW66O44tirZ8XyHai1DvZHDtit4vhNEcdQQ4VArsXAXqrq6B4YkSUGqr/9Zzl39a2ob6KRuF7xahezxlzBbOzHbu9CiCdKPf5Rwz24q1y8FJedWI9h96wZaLImebAsiJumgX9Tkt7+w7nsIIRCei55oo/v9P0nu9BtUx67glAsgSeiJVhIH7iV1+EEUPThe9blJipdOrTUgjbkJrPkZQh29SLJC671PIKs6paunsQvzCN9HDUcJpXtJHDhGbPAgvmMhoSNvMq0VzNtBi6foeuaT5M+8QWX08kJaTk+2kth/lORdD6IYwTnayE5RvPTOmmNKmo6RakfWDGRNb/4xUEJhtMSiaN5oTZO6+2G8ehXfsRf/2A3sYm7V7t1Sk/wpZuBSLas6kqajGCHM9KJuUYsnSR1+AKdSDKrJHBvPsfEdC6eUX5PoWtkZcidfpfPpn0DRDfREC51PfZxI/z4qY5exc3N4jTpIQZpRjSYwWjow27pBlhj/yh+tGNO3G1QnrgXfoyQR6dtD631PkTv9Ok4xWLskVSPU0UPi4DGSB+5FUjQ8q468Uz5StwjZUGl5fIj0c0eJDHUhq2tv7mRDXdcewextoe8fPYmsBZHI4ulxZr74Nr69fsRVDWnEeqIMvn+A9NE0oVYTkKjOVZl+e5qpt2fw7GWRVQk67+vkrp85TCgVnL+e7SGrMmbSpO/RXhRd4Qe//irVHe7PtcEVKKHrEWRZC8SwdhlZ1gJNjaziODV830HXo0iSguNU8bzgZ0XWcD0Lx6miaRFUxcDznSUEwiRMnzoUNJD0Rrl5tymEz9TscWazK0nSzVBklYGeJ+hOH1vxmOs2uDb+ErnC5nrL3DgdbuaUnmctEaEa3SlCfa3Ur2dwKw18yyV2qIfwnjS16xnKZ8YR7mZFqxqaGiIR62ew7xkMfbEZne+7NKwChdIYueIw1VoG1wsqRwQiaBQnKSiKQdhsIRHrIxHrJ2SmUGSNUmUC13u3zCAlNMXE9az3VBsCQRSjv/tRNNXE912mM6cYm3wFyy7j+wFRjIQ72NP/flKJwRV6mLDZwmDfM8SjPQA4To3J2beZmnsHyy4jfBdZ1giH2tm360Mk4yuNt5KxPgwtdkuEpy01RGtyL+pNpMuyi2Tzl5nNnqXeyOF6Fr7vIoSPBEiyiqoYmEaCdNsROloPr5oaDSJRPQx0P8qV0W/juu+NaWhjbpKZl79K+vHnMNs6UQyTxNBRYoMHgtJ1zwMpcMKVVA1ZN5BkZSFCtCF8n+LFd9CTrYS7B0k/+mHce58IdDhS4NSsRgLhtBACO58h++YLgWB5DViFLLmTr5J+7KOokRhKKELrfU+SOHhsoYWFpKqoZhhZN3FrZbLHv09i6CjhrpUViavBq1fJHv8e0V1DRHr30PHIh2g5+hi+fdO8w4EDsRACu5Al+8YL2MXV3IoDmK2d9D73s0FptySDLCPJcnBsbyJioXQfZltXcJ/xffB9hPBxaxVmX3meysiFFWNrsSTd7/8UerKtOW7QikGSZCR1cWw92Ub7Q88i/MA6AeEjfB/fdci+9SL5M2+sOf/ipXdQDJPWY08Ggm4zTOLAvcR2H8K3GyvOFUU3QFaoz60RBRSCwrm3ifbvw2jtRNFNWu99gvjeI7i1MsL3m60koqjhGL7rkD/7Jp5Vp/XYUwsE+b2CmgjT/emHaH/2LtRE6JYJmFe1UOMhYge7ATA6k+RfvUx9bP1UlaxIHP7pg0iqhBE3FuYhfMGeD+9m+BvDnP78ORr5RaKshTUGnuzDTBrU5+uc/vxZpk/MoEc19n9iH7veN0DHkXb2fHCQ059ff/3fKtYlPJoaorfnUWy7jGHEmZk9RchMEYt102gUKJUnkJBobT2A3yyPzuWH6et5lIZVoFKZoVC8Tm/Pw7iuRb2eZT53eUE70KDGFXftXYnj1nE2uBnLsorrrd7aISBpFRrW+oLFG+jqVNA0GBv32L9PZWbWo1RaGlIz2uP0/Mxj1EezNKYLFN66StsH76Z6aYqWx4fwGw6VC+t3cL4BSZKIRbrp6kgTDacXThbLLjM99w7Tcyc3lZaqVKeZmz8XlCzH+kjEepnP35pwdiuQJYWQkaLayK5aSv1uQ9cjICCbu8jw6HewncUwte+5FMtjXB39DkeGPk3IbFnyWlnWaE3uAwKSMTl7nGvjLy3xs/E9j1JlnOsT3+fI0E8vkJIbUNUQkXA7ldo6Ja4bQL3JE0YIQbEyzrWxF8kVhlntfBAAnofnWVh2iVJlkvn8Vfbu+gDRcOcqpEemo+0ucsXhDTcVtw1CUBm5iFMu0Hrvk8T33oUajqAYoTWrYYTn0pif2RzhkWWccp75d16m45EPEh0YQk+0rHia8H1qU9fJvPVdKiMXWfd6830K548jKRpt9z+FFm9BVrWFip+bRqWemSb71otURi9hpNo2RXiEELjVEvmzb1IeuUDHwx8gtvsQenz1eddnxsi89V3Kw+fXnbekquix1IZl1QEJWpk+lRR1TYdhSVFQo4kNBb2SJCOtMobvuQuRqrXg2xbZEz/AymdJ3f0w0d49yLqBYphrvtb3XJzVxOdNNDJTTL/0N6Qf+wihzn5kTUdPtaOn2pc8z60UyZ16ndzJV9CSbUsigu8FlKhB7z98jI4P3o2kb6/dxXLY2TLlM2NEhzqRZBktGSFx764NCQ+A2dKM0lge9VywFodaTEItJod++iCNgsXpzy3eY1RDofVAKwjInM9y/gsX8N3g3M2PFNHCGv1P9dH7WA8Xv3QZu7xza8qGMVYhPDLZ8yQTgwsC4motQyZzFiEE6Y67CYfbqNWyqGpAMkrlCXQ91tztC0qlccLhtmWdru8sGAYcvVsjGpHxfYtnnzH51ncalErLQ3qC8plx5p4/SeuTBwj1teLVLOa+eYrUw/sw+1o3TXgAutPH0NSAoQvhU6tnGR77Ltn85U2Xk9+A7zvki9coFEdu25FWFZPO1CE0JQSSxET2h8RCncTDaep2AVXRSYR7yZaHSYR78HwbITyS0X4kJDLFy9Tt25tqk5CwnBKTs8eXkJ2bUa5OkSsM09O5dCFZvHkISpVppubeWdO8r1ydplieoDW1d8UYkVD7qq/ZyqeAYAEsVya5MvKNdb2ClkMIn/nCFfwRj6HdzxENd6x4jqoYdLXfS644smY0yndtpl74InLzBr+82inabnL4o72c/do41fmtlZXf85MD5MerjB2fYeYHX6Vw4QSRnkHMdC96vGXB/da3GzjlAlZujvrsBFZudsOqKwi+B1nVseZnmHrhi0T69hId2I/RFuzofc/Fzmeojl2hMnalqfXY+PgKzyN/5g3qM6NE+vcT7upHiwXl4b7n4hTnqU5eozp6hcb8DAhB9vhLFC+fQvjequXPvmMz+/LXyR5/Cd9q4NWrePUq0y9+ieKV08QGhoJ5G6HmQp6lMnY1SOnkN94UNTLTXP/i723P9RnWnDeAXcoz8c0/31D4u/bgYvWquJWToDx8jvrsGKGOXkJdA5jt3ajhGIphNM8VC7dSDM6VmXEamal137c6dpXJyl8QHdhPuG/Pwnnney5uuUh9ZozK6GXqc5MI18bPTjP+tc8jqdq652D27e9SOP82EETsfHvjRdupFJl4/k+DakHfx1pFe4QEbU8fov3Zu4I0FU3JQ8PBKdSoT+SwpgtIikz7B48ga5vTMArXp3p1Noj0xELIpkpkfyeSKm/YYsJ3fcZ+MMHlr1yhPh+IjSPpMPs/sY/ex3oYfHYXI9+5TrnZRkJqpq6ELyhPlBfIDkCj0ODaC9fpfrCLSHuYxECczNmd0/ZuSHgURSeR6CcUSjGfy2LoMXzPaTqlCuqNHLVahlotS6ORx/MsXM9C9lSSiV0Ui6N4voNllUnEB8jn37vqkPXQlVZ46AGddLvCvj0qxbJPvrBynl7dQbgeWjKMmggTbYmimBqyHhzKrd5PDD3oviuEoFbPcmkkEJPeyjG6ncRSlXVMPUGlnkFXwzhunWojQzycRpFULLdC2EgRtlLEw13Ml6/RkRjCdqvoaoR4uIvGbTbBC45lYCq49nN8svnLdKfvX3WH5Ps+8/nLS7xwlsN1G5SrU7Sm9rBclLo8crRdOG6dsanXtkR2FiEolK4zPvUa+wY/gqos3ZVKkkw81ksy1k8mtzJVEQwhqM+MrfkOmqnQtieOug2L+VRfBLsWpH99q05tYpj61PUgCiHf1GNJiIX0R+C/svnjIMmBK7ZbLVG89A6lq2eWtLbA94Lmolus+BGeS31mHKU6Q3fD5Nwld3FWvs/+QQnh2DSa49qF+fUXdSFoZFZulNxamdLlU5SHz93SvH2rTnX86uY/4Bq465jO+VP2gvbbMCX6BwVXLly/5bE3B4FbKVGunKcyejn4fmWJ7Z8rAis3i1XIkD/75kKpOhCk83x3ieeP8Nx1o4uyKhFJqLh2luoW26UI19kwcmmkE3R89B5ks+kZJQSN8XkyL5wj9+plnPkKwvMxulO0PXMINkl4AGojGdxSIxAvSxJmVxKtJYo9t/79Ont+nuP/4QSlifLC4Z6/kqM8VSHcHiLWE6P1QOsi4ZFA1uQgHbvcuNCH4liJaqaGmTSJpCPvLuFxXQvf98jlh6lWZ7GtGx8++GSVyjTC91DVpoZDCHzPodEoUigEC47vuzhOjdnZk/h3qCnW9TGP3/uDCoYhMTnpIQB3lY19YzKHNVuk5cmDWDMFvKqF3hal77NPISkyc89vr5Ot61mMTr6yZspiY0jbfN3W4As/cHT1HbKlq4BAQkJCbmq9BIXaJF0tR6ha8wsRFgmJcmOOSn0OgY/E7XMsFfiUqzNrpjpvoNaYb4qQVwrFHbdGoTy2romgL1zqjTy+762o5rpBZG8FAkG+eI1s4Qrb/W6F8MjkLtLWMkRb6sAKcqepYVpT+8gVr+F5QYRGj6jsf6aL9j1xnIbHpe9OkblaItxicPgjvcTTISrZBue/tbhASxLE0iGG3tfFlR/MUMtZ7Hu6i/RQgtJMnYsvTFKbt0gfSLD/fd3YVZd4Z5jZS8Wl8/W922ecJwTCddbsQi7LYBoSmirhuAJFkfB9Qa0u0DWJUEhCkqBeFzQsgWFI3HtI4VMfM/nffyeHZftUKoJkQuazP93Cd1+uceJUg1LFx3FA0yASDjRj1aqP44KqgG4E34mpS9QagkZj2Xe9wbzfTXzi01GunM9jecEcozGJj386ym//b5uTDewkhOfunI2B7+PvQDq+czDMx/+nQS6/keelz28+0r8pSJB6ZB9mT0szIyCojWQY+88vUTo1tqQCSzguW71nWLNF3GqwhkuShJoIoyXD6xIeIQSTb05Rma4ufTsBhetFMueypPamiHYuvcfeuAut1k3dKlhYBYtYZxQjvrOpw3UJjy88qrU5CoWRBWGjZS+96HzfpVxZGjYsLLP2L5XGd2Kutx21umBov8bhgwF7fuU1i+IyDY9Xtci+eA6tJYrwfITroZg6WksEJ1+lMb31dI0QgmzuIpncBvqBNaBFEsiajlW4/RU3hhZBlmQiZisRs5Wp+dMko/1oaphktBfbrVCpZ0hF+qjU57DdKnOFC6SiA4T0BOXazpvLLYcQPtUNqvsAPM+mYRXWIDz1TY3huHU831lBeFQ1xK2SUN/3yOQu4LrrE7eNYDsV5ubPk4zvQlOXamMkSSIVH0TXItSbhEf4guJUjczVEj1HWjjyiX5e/O2zDD7UTrwzxNmvjaOFFFzLQ9WDnm7R9hD7nuokO1KmOm+x5/E0rYMxzn9rkv5jrdz7qUFOf3mUe35qF9PnClQydfY+0RmUzt4h6E6r/Dc/EyeVVHBsgesJHAf+4+cK3HvE4INPhTEMmasjNr//pyWOHNT5Z/8kycF9OprWyunzFn/0FyX+0U/H+fAzYfbs0pj5UJTf+3yBqyMOP/nRKA8eM1EVePWtOn/5lQp3HzL4mf8qxtiEy749Gt96scbXX6huNeB02xGJShw6qpPuUnn4SRPbFkgS9A5o2NadK1V4NyHJ0Hsoyl1PtZKfvg2u4bEQscO9C6ksr2ox8+UTFE+OBo1VbxG+5eLkKkC6+X4manxtZ2nhCxBgFa1VjQeFJ7BKNpIkoZg33x/Xv+Y9y8W1PCRVuuXmpMuxLuHxPItM5j0SNL4HOLBf49g9OhcuOms25pVDOq1PHSR2V98Su/jZLx+nMbF2+mM9OG6V2ewZMHRCqRYU3cRtVFGMMHYxS6RrEEnRqE4NIykKkc5dSJJCPT+DXcySGrofPZqkNHqB0uj57X78TUFVQguNKRVZQ+Axkz/LTH7peTIy++rC/yuNDJXGu1f+fKMUfSP4voO9inZFCLHQn2wjeM1KqeWQJQVF1m5JxF1vzFOpzrATkbtcYRjbLq8gPACmmSQcaltI3/mOj6xIDDzYTqIrTKIzBBJUcxaJrjCdh5IMvzxLvWBjxjQkCY5+aoD5kQoXvz2Ja3nsfrSDcNJAMxQirQZmXGPsRJZQQmfktVkq8xZ7n+y65c+1k1BVGOzX+MJXKvz8ZxL8lz8r8vSjYdLtKu+csfjhaYtETObf/otWvvadKq+82SAaKfGR90X457+WWbhf/P6fFjk8pPOH/1+J194OyOoDRw0eus/kd/9LAceFf/errbz9jkU4JHHkoMEXvlLhc39RwvO3nF17V6DrEnv266RaZR54PITX1F2Uij7f+NLfLe+f7ULVZQaPxtli27RNQ0uGCfW1LBa3TBcovDm8I2TnBpziov+UbGoo5tq6LKfmIoRAj+pIioTwls1DAj2qBfzmpjkqhrIu5xFCgN+sRN7hDdFOtZ79OwEhYG7O4/JVF88PwtbLEepvJXqwh7nn38GrLLJ4O7s9XYoQgnJ1hmJlAiUaxWzpxEx1YJdyQe+YRCuyZuK7NrH+A3j1ClokSXniMtGevcwXMtil+SC3nLn9kbRidYK6HZAJz3c2rKJ7T9C0UNgIvvAX0jjL0bBKm9JR+b67agomuFgVtlulL4QIdHE7pHeynQql6hSRVcTLkiSTiPYwnw+8tgYfTbPnsQ7OPj9BaapG9INBif74D+dplBwGH+ngqV88yFt/PIxreYRTBrW8RaTVCCI/toeExNiJLOM/DHQrdtVFNYKVwPcFwhfveqfkzSBf8JmedRmbdJiccbFsn3BI4r67DR6+L0QsKrN/j46ub+1G3N+j8eTDIVIJGdcFVZVIpWQkCcYnXU6fs6gvT2XdQcjnfP7ij8p4HnzjS5WFXqyeK1ZN/f8oIhRVGLwnvvETtwklbKC3Ljagrl6Z2dAccKvwG4sZHFlVkNbx9ilPlPFsn+4Hurj27ZFAw3MTkgMJ2g62Iasy3Q91MfH6JMWxEh13taEYChISmrmSgqiGimIq+K6PZ+1sevvHhOcm5HI+u96v0t6u4LiCv/irGpns0puypCrYc6XApnsDU6bNQAiPciVoyiksGdUMI1wXLZLALudQzAhaKEajMEejMIei6VileewbzQ2FwG3UkFUNt3b7G0P6wqVhFzd+4nsIz7fxNmM2Kfw1KrAEtrO5Yynw1/AekrbcIXv5yLVGbsc8coLqyUm62o+ueExCJhrpXPg53hmiXnLIXa/QdTi1IEgOtxiUZmqc/vIoj/23Q6T6I2SulKjmLd7646sc+EAPhz/ax4kvjDBzqUisw6Q4XUOSJRRVwrEkfFfQtjuOHq7RsivK9Pl3X/uxHnxfIETQcPxGxKa7U+XvfzLG//nvc0xMu3R3ti/0qBNBI+8VEGLpr11P8L3X6vz6b85TrgR+874Pjz9o4rgCx7lzyc4NCB/++k/KRGIy7Z0yNzbfjYZgbnrlwnTX0y10748yP9HgzEtZ7PridaKZMg9+Ik00pVEvu5x6IUtxbuk1e/DxFH2HYmRGa5z7fg67sfT1nbvDdOwKE2vV0AwZ1/ap5F1mR6pMXanirpFqiyRV7n5/G6GoyvlXcswM11B1ie59Ebr3RwknVISAyrzN+MUKs8O11aP9CiQ6DFp7TFp6TPoPx2jvDyKo/YejfOjnV9oQ+J7gjb+ZoZzduh5L0hWU8KKmxZ6vrIyq3CKECNJUNHXg65W8z5ycxa7YdB5Lc+yfHuXK14epTFUQPsT7Yuz/+F7a72pDeIKOu9p5/F89SvZ8ls5jnWihIHIU74shq/KSlFi4PUykPYxTd2kUbi2dvxzvGeEJTKm0ZjO+O+Nin5r2+PZ3G+gajE14lCsr5+XkKph9rXR/+mEak7kFoVjlwiR2ZuuEw/OdBb+WwM5eojo3hplKY5cLuHPjxHr3o+ghhOfgNaMJwvdwrToIH7dWItqzl8SeeygOr+ES+yOEzRogCoIoz6pjbFI3I8TaNXG30rjV8x0a1s6W71frmQVB4nIYeryZgnMYO57l2H+9jyd/4RCFiQr5iSBlkd6fYM8TaSQZyrMNps/mkRSJ6nyDRsnmh1+4xv1/fw9dh5NcemGSIx/v5+lfPIRr+1z9wQxjJ7JcfGGSwx/ppZa3KUxUqRfeeyHuRvA8cBxBW6vC3kGNfbsXvWTmMh6tSZlH7jeZmnG5Pu5iWYKJaZcHj5mUKz4j4y5nL9p8+H1hPvBUmKvXHZJxmZffuAOjoxvgsfeF+OAnIkExVPPEH73m8Af/fuUmaPe9Cd7/2T6mr1a59k4Ru74YjWjrNfnIfz9AqsukkrMpztmcemGxGseIKDz8k13c99F2Xv3CNOd+EKRbQzGV+z7azt3va6N9IEQkpWGEFBRVwvMEdt2nkrO5fqrEi5+bYOJiZUVP0FirztM/20vHrhCu4+O5gmc+08vBx1LE23Q0M9ClWXWP/LTFO9/K8MpfTFGeX3qutvWF+Ce/fYhwQiMcVzEiCnKTBQ4eTTB4dGUfSNf2ufhafluEBxa5CNBce3a49ULUXCx4c3x8Z+0IS/5qgdHvjTH0yX0MPruLzmOd2CUbgcCIGYRaTYQnuPqNazg1h6Gf2EfrUFC9alccGvkGrftbGHiqj8k3p3AtDyNuMPB0P5F0hNJ4idLYzlb0vmeEx0x0EO/aR/bq23jOzrK47WLPbpVnnjQRAvomXN5422Lk+nJbbAknW0I2NMK7Fr1W6mPzsA3C4/sutaZ2Qvge2bNBU7zKxJUm2xZYxSxIUtOdlGZO1Cd/6W2E7+HlZpk98Z3VRUc/gvAWbBM2wtrP2VSE6DbC9901PYS2C9up4nrWQsuMG5AkCUUx0LUodStPdqTMG19pIKky9bEsfiUoN732+iyjJzJISHiuj2f7IMEr/+9FXNsHAa/8p4tBusoVvP2nwyjN8lPP8fFdwZXvzTDy+hyIQPTo7/AO9VZQqfq8+U6D+bzHmyfqZHMex09anLtk8adfFDz5SIhr1x1+9w+LzOeD+8LlazbPf7fGcx+I8MPTFtfHKzgu/OkXy3zqY1E+9bEon/tCmWujDr/3uRIffn+Ye48YnLlgIwTMZDxee6u+kzKM24pHng7xxT8pc+ns4vXhrbEmzlyrYTc8WntNzOjSrvI9Q1GMsILvC8yYSueeMKe/u3gLi6Y0kp0GniOYG60vRIeSaZ1nPtNLejCM6wjyMw2mr1RxGj5GWKF9IET7QIi2vhCtfSH++F9cJDO2OrHUDJldd8c58GiKQ0+0Ui04TFyq4lgekYRGejBM9/4IHQMhVE3mm783inNTlMm1faav1hasSKItGnvvS6AaMnOjdcbOrFwPfE9QLW4vMyAcD7/hIEeCKI8SNbftq7QaJFXGaF9Mybk1a92UmVNzOPtn59GjGgNP9RNpRmagqYOsu4x+f5yTf3Aap+bQKDTofqALBEy+FVR2PfTP7+ehX3qQidcnqM7USO5O0vtoD0iQvZijMLqz2YRtER5FMxHCx3cXT3pJUZEVLSAvQiApKopqgCThe85icz1JRtFMIm0DxNK7KU5dQrI0fNfGd288R0JRjcDyXPh4jnX7SlVvQiQscW3EYaBfxTRXP5GsqTxjv//Skt9pqci2m5zdcINe+LlZZnnzer2i9LL52OIxEXdEyeqdgqDdwvZXEIHAE++tMEEIf8f1Ub7vBK1e1JXOtLKsomphsPIgoDYxg9bahrFrf9AyYXwUt1jEry27DgW41uIi4Nk3/d/x8ZbpdIQvcOq371r2bJu5175F7mQgmhJTa4IAACAASURBVLcL2U3fO7I5ny98ObgW//xLwb+j48G/l4cdvvadleLcak3wZ3+9cmEbvu7wG//P0nTdyXMWJ88tXUCuXHO4cu32Xbu79yg88ZTBl/6qvsI1fjuolH0adYHvLepQVystBpi5WsOu+yQ6dFKdBtNXFo9f78EoiiYzM1yjtcckPRjGiCg0KsF3FU1ppNI69bJLZnRRSDs/ZXHi+QwtPSYXX8sxd71OJWfj2D66qdC9L8KzP9fH7qMJdh+Nc+R9rbz4R6u3l5BkiXuebcP3BSe/k+H1v5omM97AtX1CMZX9DyX50H/XT7LT4IFPpDn9YpbRm0hMbtriT/7lxYWf9xxL0PNbh4gZMpdfz/OX/2513yNvm+lLr+7g5KuoTcIT6m9F1hS8daIwW0Govw29Y7EVjVOoYufW33SVJ8q89X8fZ+K1KbruTxPtiiIrMuWpClNvTzP55hSNpvvy6c+d5erXhgGo5eqohkr3/Z3sfW4vQ5/YvxhZ8gWF60UufekSvr2zOr8tEx5Jkum++wM4VpWZsy9xY/Vt230/4dZeJt55HkmSad/7EJG2fiRZxq4VyVx5k1puAiOSpG3vQyR6htBCcfru+wTCd8mPn2X+2glAIt65h9bBY6hGFCF8ilMXmb92YgnBuh0YHXc5erfOrgGVTNZmPre5gx092I1vexSPb65n180Qwt+yo/LmIWGYCYTvLYh4VS1ELNaD7zuUiuM7YwIpy2iJFpRQBK9ewavV0JIpJFnFt+o4pTx6qg1J1RCug5XduNz7VhB459zizf09NscUwt/xKJPve7hriLRlSVlqTOj7IHwkVUFRI0SP3U/5+Nt4pTtbv4XvUZvc+nX4dxGyDPcc1Xju4ybf/HpjxwjPL/wvSc6dtKlVg6je7LTHN/9mJRmcn2pQLTok0wbpwTDnXw4i2UZYoWMwjFX3uPBKjvuf66BjIEQkqS0QnlirTrxdJz9tkRldJP52zeO7fziOJINV85Zdpg65qQZCCH72/zhAtEVj3wPJNQkPgBlVOfO9eb78m9fIz1oLt41SxiY7Xqe1x+T9n+0jmtLYc19iCeFBLCUvnruY5/P97RObteAWazQmc4R6g7RQeKANs6eF6pXtt7C5AUlTaHl0H3pLIIoWQmBNFzY0HQSo5xpc+/YIYy+Po2gySBKe4+HW3SUaI+EJqnOL5NVxHU597izCF3Tem0aP6riWR3G0yPkvXGSuaTiYTsvMzi5+0aoKXV0KjiOYm/O3VNW4ZcIjhE8tP03LrnuYD5/AqRWRZJVEzwHKs8MIz6XjwBPEOvcwd+lVnHqFZO8h+o49x8jrX8Cul8kOvw0Iwq29TJ76Jp5dx7XrIAShZJrOw89Qmr5CefZ19HCCzsNP41pV8qOntzrdLaFhwQsvNfjqN+pksx7WTetNqL+V+L27qJyfpOWJA0vK7EIDbWS/u73yfdE08rsdkCSZltZ9OHaNbOYcEPSKisf7iCf7uXDuL3Gd2gajbAwt0ULi8DGs7Az4Hmo4SvzwfdTGhzHaDlI6f5LUfY9TvXYJs7uP/InX8Cq3T2C9E07T73WGQSDWbGmx7THXIdeSJC/xEtI7O0FWqJ4/i1cuE9o/tOH4ctCTctUou+ctLbeWJFCUxef6/srUiNps8OyssR+40ZdyeZWQLAdjAysEyMtf3+yPue5rbvTW9NzgObK8+vMkKXiu5y4eixufW1EDQ+DlxyF4ISjy4rirHQtJCuZ747PeOHYCgmjLsjEVBWIxiXvv0zFMCU2X0LTFeW+3smr4okNh3keSFiM75dLqK47T8Ji9VqNnf5T07vDC71OdBi1dBtW8w4VXcxx+qpX2XWGiKY35iQaKKtHWa6LqMpWCw/zEUsmDtTzKeBOEDyPvlCjO2URbNJJpY107LNfxef2vpincRHZuwHMEZ7+f45nP9KLqEm39a3vSvBtwijUqF6dJHNuFrKloLVE6Pnw3Y1N5vOotVGvJEvG7+mi7qV2F33Aon5nAq21u0yV8gVN12OrWvTxR5o3fepvkYAIzZeLUXIpjRaxCsxGvBD//TyNcvOhSLPq8/AObRx7VefZZA1mGv/xCnePHN/+u20pplWeHadv7AJHWfgq1M0Ta+lE0k8LkRRTNJNF7kOzVtylMnA+qiKwqiZ4hIi095MfOYlfzOFYV37WxKjk8a3HRjXftQ1Y06oVpAOx6Cc+xiKX3UBg/d1tTW7GoxMc+EiJf8Dl1xubCJQereR65FYvG2DxaMoKaDFM8vmiuKIdXb6q3Oax+JcqKTshMIskKVqOE6zbQ9QiKauJ7DpIkIxBYjQKKamIYcSRJxrbL2FYQhjRDKRr1AvX6oqW9bZXIzJ0lFGm7hTkvhRqJ4TXqlC+dASEwu/qw8xkqV86jJ1uRDQO3XKR85SxaIoVimreV8LznbGUnIBb+2tFB14roSUjI0mIJqpPL4eTmwfdRkyka14aXWOwvR2eXzMd/IsTDj+okEhKmKaEowcJayPt8/o9qfOdbwcUUj0s8/qTOhz5i0t+v4nqCUycdvvylOhfPuzhO0NvuF/95lHvv0/lX/6LIyLWl771nr8Kv/FqMa1c9/t2/Dc4lWYY9e1U+9gmT+x/UiEYlpqd8vvl8gxdfsJZEODrSMr/8qzHOnnZ46QWLT/ykycOPGoTDMHbd4w9+v8bpk8GN9Ff+VQxFhi99scGHnzO5734NXYfrIx5f+mKd11+1cRw4fJfKL/1yjD/5XI0Pf9Skp1fmb77Y4MJ5h898NsLgoMIL37b4/B/VqNeDuYRCEg8+rPHRj5ns3aciAWfOOPzNXzc4e9pZIHt336Pxa/8mxr//nQqplMxHnjPp7lEolXxee8XmS1+sMzMdfLf9Awqf/bkwQwdUhg5oGIbEf/7D5MJYVy65/OZvlJme2noU89Rxi2MPG3T1qHztr6rIskQ4snr633MFU5erHPswpAdDSHJASFq6DZKdBjNXa4yfr5CbapDeFehuxs6WUXWZ9O5wYBNyvb6kOmsz8FxBreg0e6lJKIq04Bu0HNnxOjPXVq/CAqjkbVzXxzAVQpHb5w6/KfiC/OtXaHvfIczeFiRVpvWpg9iZMnPfOo2T37ofkmxqxO/uo/czT2B0LoqsG5N5cm+8Ow2oPdtj/tLaHnZ796rk8z59fQrRqMyBgypf+1oDRYGnnzFuP+FxGhUqc9eJd+2jMjdMomcIqzKPVcqgR1IoWgi3UV4M77kWrlVDNaMbmSyihRLo0RQdQ48v/E74PnYlx4YvvkWMjXv87n8q88mPh/mV/znOr/yvRa6NBFshJ1ehmKtgdCVxv3WayrnFMKlXbayrZt8qZFklnb6HaDQdVAEJn9nZU3T3PAACdCNGo5FHUXTGRl/GNJOkWvYiywqyrDE68iK2XSUW76Gz817mZk8zU9+eKeJm4FZKKKEwiSP3Y+eamokbfWyaVUHCc5s/rlHH+2MshbTw17v4fosIHzhI+fhbCNcjeuQeCi9/b82XalpATp79gMFXv9JgZNhl16DKJ3/KZD4n+PLfNDh3JrgphULw2Z8L8zP/MMKF8w6vv26haRKPPKrz1DMGv/6vS7z6ckAgLl9y+bmfj/DgQzoj1xbTGooCR+/Veexxg+e/uphiO3SXyr/5t3Ha2mRef9WmVBLsP6Dyq/86Tv9Ajd//vSq1mliYc1+fQktK5qGHdaIxieGrLpoK8YSMftMeprtL5sAhjaPHdOazHifetkkkZJ58xuDoMY1f/qUib7/pYIYkDhxU+cf/JMzoqIdpSvzC/xhhYsxjdNSjVhP8g38Y4vx5h5e/byPL8FN/L8Qv/A8RJsc9Tv4wOEaPPq7z5FMG//pfBsfC9yEclti3X+Wf/WKUWEzinR86XB9xOXyXxi/8YoSODpnf+o0KlYrA82B8zCM379PaKhONynz7mxblckAcMnM+1VUqUDeDZz8W5sBdOj39Ki99s0YiKfP+5yL8x/9rZUWh7wqmr1QRviDerhNNaVQLDm0DIcJxldx0g2rBYepShUOPt9B7IMLJb0somkTn7jDCDwjTWogkVTp2hUmmDcyYgm4qqJqEEVFIdd+kU1vnMirMWDQqa4e7hA/CC8aQlPf+vlUbyZB96QK9P/sYkiyhxkx6/sEjhHe3k33xPOVzE7jljYuA5JBGdH8XqUf20fb0QbRkeCHc6lsOc984iT17e3sebhbXR11+9z9U6e1T+PSnQ0TCEhPjHnNzHh/60NZaT2yL8AjPoTRzlZ67P0C4tY9o+wCz538QPOa7eHYN1Yw1Y64CWTVQjTBuo7K4cxUCJGlF6a5TL9EoZZj44deD5zfhey5ih0P8y9HXq/CTHw9RKgt+43fKTE2tfD97vhKED28Kk5bPT+zoZtwwErS07mNm+gS2XaWv/3HiiX4kWWV2+iSd3cfI54aJxXvR9SiV8hSWVUJVDPp3PYlhJLCsEtm5c5hGcucmtgacYp7iqbeQDQOvUce3Gjj/P3vvHWXXdZ15/m6+L7/KOSAnIjKCQUwiLYpKlixbHstpyfL0eI27x2v1eHm119ju9rTdY9ltz3JPW5batixLslq2ghUsimISSJAEAZAAiFyoAirHl9+77+Yzf9xCAUVUFapAkJRsfX8QfK/uPe/cc+89Z5+9v/3tUgHhB5ROvRp9LhcBQeXscQJnfvF6qyRJ/wVAgjep47N0q8u1edmwXvjs+2jNrVG9ouvwmTZsVLn7Hp3vP+nwp5+qUqsJ0pmo9tQj7zF47ajLxLw34Y47dT78U3Gee9bhv36qwuxMiCzDLTs1fu//TvO//lqCs2d8ZmdCXj/hce6sz6OPGXz9q3UuF5yOJyQefsRgZDjg1aORkZDOSPziLydoa1Mio+mgi+sIGptkfvt3Uvz0z8Y49JLLoZcXu+h37tb48hctvvylOrm5AFmRSCQkyqXF19zZpfDiC3X+4v+rMTkZYBoSp0/7/NvfSPDAgwaHD13ZZY6MBPzBfypz3/0Gf/bfshw97PFf/6jKhk0Kn/rTDOvWqzz/A5ftt6j8Lx+PceaUxx/8foXRkWjTtO9Wjf/yxxl++RMJjr/mLXimJBna2mV+97fLHHnFw3UFff0Kv/8HGd79qMnn/tqiWg0YHwv4689aZBskdu3RaGmBL33BYnrqzfPSNm7R+fxflPn4r0bZPMV8SDq73DMFhWmHSt7DiCs098bwnJDuLUkCXzB5voYIYexcDSEEXduSKKqEmVRo6jYJg2sNHkWV6NiU4Pb3tbLxtiypJg0joaKo0pVQqgS6uTpvjFMPl/X+/LBi9skTJNa3kL1rI7KqIBsajfdtIbWrF2eqhD2WI7A9pKsKh5o9TbQ+thvFUDE6ssS6m9BbU+iNyUUVA0LXZ+7Z0+SeP7+oNtdNx2UDUrCilpAQMDUZ8n/8RpJYTKKtXSaZlNizVyOXU6iu0XC/4bT0emEc167QvP5WEAIrH9XT8t06xbHTNPbtxKuX8eyIwxN6LlZhgsitDn69ipFoJNHci2sV8R0LzypRnhwg272Nht5bKE2cQ4gQzUxhV+YIvLdWt6JmCZ56ziafD5mdC5dMtzTbM7S8dw+1c5NUz4zjzJQJ6zeXdKyoBolkO83N2whCH8+tEvg2QeAS+DaeW8P3bUQYoCgGzS3biSdaCMMAw8y+BQvldSBCvPIbBOTcKHzhV6IdeHj5czXaNUiSsiiE8mO8EfI19bneLCKeztJS8UIIwqsy0+oXBkhsvwVkGevsyuVK0hkZVZWYmgyo1aIJyK4LJiYC0ml5IeRhmHD7nTqJhMQ3vnYlBBMEURjn+9+z+YVfirNzp8YzTzuMjwUcfN7h8ffH2LlL4+i863rjRpVduzW+8y2bqXnBu5YWmXvv03n5xcioseb7MTMd8tSTDo++x2TnbpVXj7qLOEHFQsiXvmBdFd4RC+dejVIp5Inv2oyPRb9nWYJXj7hUynFaW5UFPlEYRp6peh0uDgWEAZw55VEuh0xOSIgQEgkJSYZbb9VpbVX427+xGLxwZbI5ddLnyCse++/R6etXef2Ed7lrnDjm8cIBdyEEMzEecPy4x649KsnkW++BKBcDtu7USaRkOrpUNmzRmJtZ3rtdK3jkxuq0rY/T1GWSG7Pp3JIk8ASjZ6MN7fRQlM3V0hMjnlFp7o5hxBWskk9u7Ko5X4JbHmjiff9uHW3r4oSBYHqoxvDrFSo5l3o1wJ3PALz7pzpo7rk+50bMC03+KMGdrTDyuQMgS2Tv2BApIssyekMCLRsnuaU92oBfVZYhvauH1I7uyNCQpcjZ8AaynQhDCi9dYOwLB/FLb57buRKS7Qn6HuzDLtgMfnflJIMvf7nOvffo1G3BieMeyaTEBz9kctddOl/76tpsghueUX3HojJ1gZZNd5K/dBzPjuLoIvCZGzwcZWpt3o8kyfh2hbHX/hmnejmsIqjMXiQx3UfrlnsQoU9u6CiFkZPUS9NMvP40Tev20bnrEYQQeFaJ2fMv32hXV41EXOKh+008DwYGPU6f8ZiaXmzlOrMVii9fIL6ulbYP3IZfrFE+OYY9lsOv2XATdEXC0KNWnWJk5AXseh5JUtC0OKl0T3TAVT+hqiaNTZsZufQDHKdMItH6IxExkpBQlDfDffqXDUmSb/r4RJlYS7cphI/vXyE+erMzFA88B7KEEo8vec5lDF/yKRRC9t2qs2mzw+xMQGubwh136Vwc8inkowfWMKSF7IqR4cWLpO/B5ESAALp6IkPYdeEHz7q8930m73rA4PgxjyCABx82cD3BC8872PPe+5ZWhWRKYvdejT/+s8yizUpzi4yiQEuLgqpKi1SNC/mQ2Znr72QL+ZB8bvFxth2VVZCvIjIjiLKXgCAQBIGgWhPz5Ojod2UZdB06OqM+//THYjz40BXXvKLAps0qmi7R3HLV7ltEoapFkhUC6tZ8deu3QVXtyW9ZvOdDCbr7VH7uk2lGLnl888vLpy7Xij5zozY921M0dZoksirN3SbVgreQfVUreswMW2SaDVrXxWnpiaHqMhMDFezalRvZ1h/nkV/poWNDnFrR46m/HuXkczkKk86i48ykwo77m1Zl8Pyo8v3s0Twj/+M53NkKTfdvQ03HkOR5I2aJrAFJlpd1qAsh8Mt18s+fY+IfX7khAd21ItOXYd8nd5M7l7+uwePYgqEhn4ZGma3zhb0P/MDl7Fl/YYO1WrypVyQ3eITCyElCf7FOjm9XmTrzA5QLJpIkEfoegedw9dPlWSXGj30XWdUjITPP5nKoqzI9iJUbQ1aiiwtDf/78txZdnQozMyFtbQpdHSrDwwFvLIYU1l3Kx4apnhnH6Gyg4Y6NdH1sP/ZkgfLxEUqvXlxUj+RG4NhlqtVJ2tr3ULfmkGWVcnnp1EohfHyvTibbTygCDDMD4nL6eTfxRAu6kSRT76dSmcA0s2Sz/ZhGhsbGjVQq49StPG/7my9JSxay/DEiyJKMpq5saKy5TVlF05ZuM0pZt0FRkA0TWdeQdANJVTH711F+8YVl252ZDvn831j8+m8k+fO/yDI5EZDJygS+4C/+W43pqfm54Sp13iVtculabepjr7lcHArYf4/OP35FIQgEt92uc2ko4PhrV9X9mT/R8xYqrixgdiby8lwY8AnesCHxvNXt8H1/eYG9q3G5ZMSi75Zo/zJFS4ioz1cf4/tw5rRPtSquMbIc951dofNzAUdetBk85yJJUKsKjNjyOyy76jM7WkeSIdtu0LkpiR5TuHS8vMCdsco+04MWLb0x2jckyLbqkUbPkLUoI6v3liSdm5NIssSr35vl4FcmscrX0g4UVcJ8JwjG4u2dRe3xAqOfO0Dl5BjND+8guaUDNRNfdcFNIQRB1aF2YZq5p06Sf/H8qrOy3iwUXUHRV3ePfvpnYtx+u0ahIBaSo8+f89dEVr6MNRk8USaHRiCiQQkDjzBY+kdlyV/EwVkKkdjgEgMsBIFnv+0KzMVSyD13KezYpnHytEfNunbnJykyZncjmX39mN1NeIUaM989hl+uk71jA6HnUzr85nRAgsBhfPQQmWwvmp7Accq4ToWZ6RPYdpHZmdex7SJB4OK5NWq1WdLpbly3yoXz36Fez0W7edWgVBwGBKoaQ0JCVQzCMGB6+jiyrKLI74yXRZIkDP2tK7T3ow5ZVjH01E1tU9NiqMq1ooNCCILQxXWryJqG2tBAbN2GhVVYza7MAxMimoBKxZBXXnYZGPCpVAQD53wGL/gLBoDjCMbHAzRNordfYXT0ymKmadDZGeVaXw4bRefAk0/Y/IffSbF1W1TjqK9f4TOfri3KupqdCahVBYdecvl//rByw6TcFa/zJrblujA1GVAuh/zd5yz++durnOvW2glxlffpJuBDP5sk26BQq4ULxmm2Ueb8qaXXASFg5qKFY4WkmnX6d6WQFYmxc7UF9WSn6jM1ZLHn0Rba1kV6PLIC0xethRCVJEGyQUePRcrd42erWJWlOZ3tGxIkG5ev8v1WwffChfujGW8PrSCwXHIHzlI6NkxyawepHd0kt3RgdjeipmLXGj9CENge9kSB2rkpyqfGqJwaw8tX31ZrTdEVZO36YyRJsGOHyh/+QXXRfHGjWJPBY6ppupLbuVg6QiCWt66SaZn73pPkhe9VqZTeQuLTTcaFQZ9vfqfOa8ddLgz5zMxe23ezp4n2n7yN2tkJpr5xBC9XiaxiCWRDQ0mujTW+HHzfIjd3dtF3Xiki8Hle9O9CRXAHrNq1Yn6zM9dqA5XLo5TLy1VVFytoAklIN5Fzo8j6jw2eFSDLKqaRYUURkTUibjYvy+9y3Grk4Qkl3KlJZFXDm5tFIIj1r79u24+/38TzBP/z7+sMnF96IXIcOPSyy/s+aPKhD8cYuuAzc5m0vEvjkZ8wGBzwOXli8dxy6GWX2ZmQdz9qYNUEVl3wwoHFHt+ZmZADP3C55z6d/T/QOfKKS70uUFSJZEIilY5S1C9nab3TCEM4ethldibG+z9ocmHAZ3wswPcFhiGRyUQhiLHRYE3Caot+I4BKRbB9h0x7h7IQulPVa71Kq4WswIVzLuPDVwzZWnXlDk5frGNXfVKNGqlGDREKJi/U8OZVdMMwMm4cK6B9fRwjrlKvBOTG7AVhQSHAtQPCQCArEplWA1WLCoYuQIo0fu772U6S2bff4KkVPLx51fH2DXHiGRXrBstIrBV+uU7xlSHKx0ZQEgZyTENNxdAyMWRTR5IlQtfHr9h4xRqB5RJYzk3nn64GkgxaTF2xMOllCAFTUyHr1is4jsCfJ5i7HlQra3+A1+jhkZEllaUm4O51GjtujeHYgtOv1mnv1njXe1PUayGHnq2RbVLYtsfE9+H4IYtMg8K6LQaqJnH+hM30hMfuO+M0tijYdcHhAzW6+3X6N+uMX3J5/Yj9llugvg8Dgz4Dg8s/pPZ4npG/fHreyJm/YfPZaJXTY0g3czv1NiMq3bX05CVLMopy8yaRmNmIukSJgx8jgiTJxIwGNDWG598MAqFEKtmxzN8EVn3eYJ5X07OHr+hMWefPLnPeFdQtQX+/yif/TYLJiWiRdl3B6EhEPC4Uopf36GGXf/j7Or/4iTitrRlOnfIW0tLjcYk//eMquTeEcSYnQn7wnMNj7zWxLMFzzzpMTi4+plQSfO6vanT3pPm930/z6lGXubmQWEyivV0hkZT4j/9XmVMn39mSIVfj1EmfL/ytxf/+75L8yf+b4eTrHnZdkMnK9PUrnD/r8x9/p7zAU1orLEtw+JDLw48Y/NZvp3j1SBSGmp0J+fpX6xSLNzChCnj4vXHGR30uV7OZGPEZPLf8wjlzyaJe9WnuNtFiCpWcS3588Xw+c6lOrejRsSmBokpUci6FicVG7dSQRXHKpanb5Lb3tTI7UufcSwUcKyCe1ujdkeSOD7axZX8DVtkn1fT2eq8rBY+xs1Wae2J0bUny+K/3c/Q7M5RzLooiYSRVzLjCpdfLuEtED24GQtcndH0ogMObLz4sazKNGxtQdIW5szkC54qXxcgaqObaWTGyIhFvS6z6+GRS4nd+J8XAQIBtRyHoM6c9PvvZtc+La+qtG1oEwqMzuZ2yOzsv4Q8eVR76oMlLT9WwqiG+JzDjMqODLtv3mfRu0MnN+ORmA3bsM6nXTDINMom0wvgll333xjn6vMX2vSbDF1y6+jXOHpfZ/+4Ep47Wue2+BBMjPrnptU1W0lX/vVmQDZXmd+8kta0LJWEQuj6ypjD2hYPUzk3c1N96uyEICMKlY7iyrKKpq39Ir4dMqgdFuTnesH+piMeaMY3MTTF4VNUknexa8m9ChJSq49EHSUKOxRdeG0lRia3fQPXYq8u23dIqIytQLofsu1VD7NMuN4WuS7zykMHv/26ZUkngOPCFz1sMDfk89rjJXfsNAj8KRX3rn2xOnfSu4crU64Jnn3LYvl1DUeCZ7zvUl/DUnDnt8x9+s8S7HzXYf7dOX79OvS4YGwn4+lcdRkYEhp7G9ap4XkQADvxrOTyXw35+EFkaExMhggDXWXyg68LYqEx+zkSIEvW64OKQvxBqc124cCEK9QkiYvbFoWDBoAtD+MbX6ly86PMT7zHZcYtGLC5RKIQcPezxxHfthVR8yxIMDvjXcHpCAfm8YOSSieMowJU50vfhn+cF2h5+JCJ+W9a13rG1IJ6Q+e7Xa4wN+wveF+s6i7ddDZgbtel4oAlJgolzNYpTi/swO1KnkvcW1IzHz9fITy629EZOVjj63Rnu/ZlOWnpjfOS3NlKecwm8ENWQSWY1JBle+PIEQsAjv9J7w9d5I3DrAQe/MknXliRN3Sb3fLSTXQ8149qRMrWqSXhOyKf/t5PLFjT9YcPG925g58d3oJoq575xnmN/daXawe5f2kn3/qXnlJUgSaCnVz/3f+HvLP7xH66MlyRFVRFuBGsyeGRJRZfjxNUGskbnwveFYAAzVuLiORffE2QaZIpzOt1YvQAAIABJREFUPiODLm3dGsmMTPf6GPGEQnObytiQh2MLinmPiWGP3g0GYRi5KjVd4vknquiGTHu3xuykz8Swdw3Z8DKEEMuqL0s32SsBEOtuItbTRP7gOZKb2ykeuUhmbz9h/a0jVctxk9juLUi6hnXkFGHtOi+LLKP3dRCUKgT51YtHhWGAt0ypCUUxiMca19LtZaEqJtl0H8oyKdI/RoSY2Ugi3kalNsWbdW9m033LajK5Xo1abRoAJZkis/9eglrEv5MUBSWdXtbgSacl/u1vJNlxi8pv/1aZCwM+niuQJEilZX75E3EeeMhg526NFw5Eq3e1Kvj+9xyeecpZsbTE1Xj+gMtLL0ZZnr6/dDhGiEj9+K8/a/G5v7pSxToUUXhHU5Ns6nmIwbHnmJku8lv/vrTw25chIdOc3YwkyUzOHQPgD/9zBYlr+zc+FvDb/z5FMtaB501z+qTPJ36hsHDc2GjAxz6SXygnUa+282ufzOO4VxZyx4FXXvY4ethbVLLictmKyzhx3ONnP1ogGesGroSkPRe++j8Fxw5uZWS8xNUVySHyfH3pC3W+/KX6qsd6JUxP+tz77jiVUrhQ6X5s2GdkaOXMnolzVXY91IQQkBuvU55bvLFyagEzFy3W7Y7C3Plx+5pwkGeHfP9/jFAteOx5pJm2dXHa18cIwyicNH6uypHvzPDa92bZsC/Dg7/QfWMXeYMQIZx7qcBXfn+Ae366g75bUqSaNGRFxnMCrJJPYcpZHIb7IUfz1kbSPSlkRabzjo5FBk+iNU7D+rde5+3ChcUPazwu8a536cuGzlfC2jw8gcVA4YX5sBYLuh0hARdOxfnIL2cplwJefcGiWoleCNsK8RyBMi9BXimGlIsBmi7h1EN8P0rjjCVkDFMi06iwba/JoWdrvPaSRSIp49ghleLSb6gQIX7oIuYVfa+GLGvoWnLNg7ISJE3BzVWxR/PEepqxBqeJ9TRhdDZQH8ldv4EbgAhChOuRvG8fzsDwdQ0eSZExNvTgXppYk8EjRIDjVgjDAFlezNeRZZlUomM+xPLmdifpVDfpZPeqYrj/miHLCq1N28gVzr8pL4+iGLQ0blsyK04IQbE8jONFBo4IA5yJMZyxaFGVVDUiMC+DpmaZnbs0hi8FHHnFXfBISBLYdkg+Hyn/Bm+Ym9Zaz+lyNtOK1ylrKIqBhIQfOPjz3kpVMdBVHVUxIv0nWUVVTGRJJQhcdE3HDxzC0ENVDSw7R3BVkVVJmIBAV3VCEUQaWIQoioFl1ajXhxb1UVUMNE1HIPB9O8qe1FN0td7G5NxxwrCA69UQIkRVjOhf2SAUAZ5vIUsqqmqiyhJB6M17mhRUuYHO5juw6mVCEeB6VSRkEBqTswM43tW7YAVNNeHyWPje/NjMj5MMnl9f8NKvFgefqZOfC+noUjn47PIlGd6Il746xcXjZRCQG7eXFPt7+vMTnL2o4c2UmD619FxqlXye+/wYx5+aJdtqoMcUhBDYtYDilENx2onqaR0r8+lfe50AFaUpTTA1r8gtS9TNLN/4zAyyNUR5zl1Rabk45fD5/zSCFAbkhqI2ZFPDXNeGfWmGsL7YcAt8wenn84yertDUZWImVWRFwvdCXCugkvcozb49mVA3AxNHpmjb04ae0hl9YelMYWvOwppd/bMgSWA2mCTbl1+bJQkaGyUsKxIa1a6yVLINMnft13niibU7GdYcgItpGVrj63GDOmOVk8TVLIHweP6JKkYsEtaqWyFPfq2MawsOPVsjDAWnj9nouoQQUV59RHsRhAE8/Y0yu+6MMTXmMTft09qpIQHPfLOCrkvRjmTZZ1LgeRZCBEjS4suRZZVEvBVF1pcN1awVXqGGX7II6i5KTKPzY3ejpmLULkzflPYlQ0Pv7URJJwhqddzBUYTj4gyOkrjjlqsOlFCbs2gdLSBLeBOz+LMFkCX0Dd2Elo1fmH9Bk3HU5ixyMk6QK6I0ZfGn5vDnro3x1u08nl/H0N/4MEpk0/0k4q0Uy8M3fH2alqCjde9Nz0D6l4psup/G7Hqm526sOG103/pobti8JGE5CF3yxQv4fuR1CGs1aqdPgQhR4glE4FN9/diyrZdLgktDPvtu0/nEryYYGvTx/Uhcb+cujUffY3L8mMvpZbJ4bhYkSaExs4HG9DpkScV2i4xOv4IsqfR27EdTTILQQ1F00okOMsluFEXHdavoWoJSdZyp3Os0ZzbR2riDueI5anZUrXlD94OEoY8sa8iyyuTccUrVUbLJHjqb92A5Ocq1KJytqwl62u9EVUyECJjOn6ZWn6WzeQ/ZVC+KrOL5dYYnXyQIXdZ3PYhlzxEzGnHcMiPTh0jG22hv2oksKwSBy+j0YSRZpqftdtKJTvo67sb1alyaPIimmHS13ko22cPpi9+kHjjIkkpr4zayqT4koFqfZWLuGF0te4kZDQghUBWDfHmIqdxJ1uI93LHb4N6HY7S0K3z/27Vo8XlXjM8Prryxyo3b5MZXJiPNFWTKhyrYF2cJ6i5GTzNKMgovOqNzKKkYfqGGkCXKboz8qRp6RwOyoeNO5vErHmZPC0oyhl+scfZQkeTudTQ+2kPp4FnqF6dQswl8SWPgpTn8Yg01k8BY34kc03FnSgRlC6O7GWQJZyyHH4ZMKJ0EjoNVtkGqoTWnkVRloYC01pZBb84QVOs4kwX01gxBKsaML2G/Nn2NUfSjhJEDo8yemkPRZKzZpTddg09c5PUvniL0Vue5khWJje/byB2/fuuyx5gm/NzH4xw57PHxn4/jXWUgG7q0bMTneliTwaMrMbpTO/ECm4zRwVjlFGmjFUVSGauexLtKI8KZL463EPf2BK69dCcdW3D+hLNg1IxcqFGYC+aZ+de/MNspzi/SixdRSZJoyKwjFmuiWptcy6UuC2eqSK5YI6i7zDxxnOTmDtxchdrgTTB4VIXkvbeidTTjTeeQM0ncSxPgLWHtyTJaezNaRzOSoRPfs5Xi158mqNaR4zESd+0irFrUcyW07lZSD9xOULFQknGCUoVwfTflJw4i3MULUa0+g+uW0bXENR4YQ0/R2XYbVWt6YYFcC2RZpav1Vloat/7Yu7NKaGqcns67qdXnqNam1nx+zGygt/PuJQ1MIQTV2jT50kUWLXphgNm3DqO3D0mWccZGqA9eWLL9XC7kv/95lZ/9eJwPfDDi5gE4NoyN+Xzlyxbf/qZNqfTWZhwIEVKujlOpTaKqJuu7HkDXkmSS3UiSzIWxZ8gme0nEWpBlFUlSmM6dpLNlL2PTR+bDWBJT+ZOoqrkoFK6pMWp2jtGJF2ht3EpzdhPl6ji50gUUWSOTvBI6iZtNmHqaC2PPIMKAQPgEgcPo9GESsRaGxg9gzRtSmhrHNDIUK8NMzB6LCgKLAMvOMzp9CIC+jrtJJdqZLZxlZOoQupbg3PATXL5frl9jdPoQMSO78E6ZRoaW7GYuTR7E9Wqs77qfTKIbRdZQFYPzI0+SjLXQ1bqPueLAAlfpMiRNxbxlK+aW9QTlKtYrx/DnonDinjtMPvffy/zML6WQJMjnQjp6bo7ioRLTSe7qj1R+cxUaHt6NfWkao7MRSVXQ2xtwRmeRVBW9LYMzWSCxvQe/WCO2rpXy4QtkH7gFe3iWwHbn+Wg6SiaOpEeSB7Kuktjeg/AD/GKN5J51yDEdo7OB2pkxrLPjKKkYensWvT1L5eggajoWKRSrkddbScZI7V2PM55D0hQy+7fiThWIb+lEPj1K+s4t2KOz6K0ZJEmidnpkRZtSUpVVa+e8nRBhSOiF1KaWr2cmhKCeq1PP1VdvN0tg51c+3rYj7o5tw0+8J+DTf3GlD9mszE999MY03Nb0pGqygRCCydo5+tJ7AEEoAnTlzQuklQoBrx68Mbd9rT47v1NLXrOQxs1GuttvZ3Dk6YV07jcFWUbWVALLxctXqY/mCGoOwr8JGgFNWYwtfZS/cwB3dJp5v/PSB4cB7ugUgVVHSSUwtvRFHpxSFfvUIOaW/kWHB+Ua1qHXST5wO7WXT5DYvxtUJcrvuwp1u0SlNkky0c5ShO+Wxq3U7Txjky+vKbRl6Ck6W/fR3bH/HdP++VGEJEmkk11s6vsJBkeeplKdQLCanZREPNbE+p6HaEj3L3lEELpMz72O7Vzr6dO7u7HOnEKEAYkdO5c1eADOnw/4kz+qkkpLaFpU00iECq4jUykLrPpbz1mQJYVsqpdUoh1Z1ogbDciSgmlksea9lhVrgiBwQQg838JxqzhuJQoNSRLLJTgEoUe5OoEf1LGdEul4R+QtW2LCrtZnqDtF1nfeT7E6wlzxPCvNDGHoU6qNL/JAp+JtNGY2IMsKyXgbhcraPKqGliII/Sg0F3pYTmGBf1euTeL5FnWnhISMImvXGDxaZxsNH30cpbEBEfhIpkH5O08jHBe7HtLYPE8/aFDo7FZumvSIO1PCz19VP9GyqZ0aQQQhkqbijM5irmtDkiTqFybROxowe1uwhSCo1Akdj+rxS5h9Lej1FPbgFM7IHHpbFutMFI7xchW82SsFZ0PHQ2/PYo/mqA9MorVmMLoaUVIxZEMjKFs4E3ncmRL2cJTJ6E4VCMrR3Kek4yCgcuwicsxAa0oT1h2sU6OEtoccNxayeJdD+wf2kdjUdlPG8GaicmaC6W8un6wAUYFYt+atjWIowK/7K0igRMOVn1do/+xnrEVZmcWi4PkbJN6vyeAJQj+aWIx2VNkga3TQaHYzW790Qz9+s1C3C/OLdBtvnLQkSaajZQ8AoxMvUavPsRZTVJKkRanase5GMnv7mXniOE33byOztx+/YjP5tVewx95cRXLZ1CEICUpV5rXolz82ZpJ64HZQZELbQYnHFtVOWQQBwnYJHZfQqiMcD2RpGYWXkJncKVqati/J+dDUGH1d92LqGcanD1OuTizZymWoikE2s47O1r00N2y56fWh/jVAlhQasxvR9RQT00eYyZ3GcZcPIciyRnPDJno69pNN9y2rvVOqjDKTO8WS98/3MXp6IQwRqyDbVKtioZBfTM3QmtxITFIwjZBx5xRe+NZmpRh6mvamnQyOP4frVTH7M0DESbpcs02SlAUpCTF/zUKI688Gb6gzthL8wObixAGSsTa6WvehKAZj069weYyvcWwKQbgo6UKiq/VWJuaOUaqOsb7r/qsPXlUfgtBDkuR53SwPRdaizYkSla1Z3Nq1c4bS2ICcSSEpMpKio7W3IGkawnE58P06j304wS17DX41K1Mphfzj392cUgSJHb3ENneCKlM5OhgVrwyvyBfXL86Qvn0zIgioX5ohdH301ix+uY4zNofwA7TGFCIUGD0tcGiA0PXQW9Kk92+hcvgC8c1dxLd2o7Vm8ObKUYFNWUaSJZR0DL0ljZIwCW0vmicFBNU6yVt6IQiwzo2T3NVPbGM7XqlG9bUhRBjS8OBO1HScypEL6O3ZaDFfJakltbOHxrs33ZQxvKmQpRUNnsAJsIs2bmXtIbvADQi81TkJxscDmppkslkJeX6NO38DhGVYo8HjBFUmqqdpT2zBVJJ0p3YyVx8mby8nZHctZFVGiWvIqrxkzY+lIPwQt7RSCEUwNXeC5sbNS5KUFUWns3UfDel1FCvDlKvjOE55fmKI1KNVxUBVTTQtjq4lMPQUmhpjfOooU3PHr7SVNJEMDa0hQWJrJ5Nfe4Xkti7M7sY3bfCEtguKjJJNEZRrSKqC8JZOSZHTCfTeDvJf+R4AsVuu98KIRf+shFJljLn8Odpbdi25WKqKQUfrXhqzG6jUpihXRiPuT2CDEChKJCqYiLeSTnYSMxvR1NiithynzNTc63S07kVfptzBv2bUrFmCwCWV7JhfvCSS8TY29D1CZ9ttVKoTVGqT2E5pgWCraXES8Vay6X6S8VY0Nb5k6FAIge0UGB5/AcdderGqnTqJ2dcPskTt5Otr6ntcb8AJLEr2JCDww7e+LIwQIaEIiOkZUvF24mYjAihWR+ls3k1TZgPJeNuKBWtlWUXXkhhaCiSJmNGI7ZaWOVZB1xowjQyaFiduNuG4FQw9RcxowA9sPN9aMCeC0MPxKjSk16PIOrX67HJXQhh6GFqShlQ/mUTXAj8oIhmHNGc3YTtFqvVZNNUkbjShKiZxs4kg8LDdEp5fp7VxO55fx9TTTOdO0dq4dVVj6c/lCfIlpJZGhOvhDo8hnGhRO3nMYWrC55/+vgoS5GYDcisUD10L6kNTuNNFhOvjl2oUnj5BUKlTPTYUFfl0POa+czjawLk+9ugcQdVG0lWCmo1wPGpnRkGSCKqRge3NlJj9+suIQCCCEGdsjrlvvRJ9FgIlFcMZmUVJxTC6mqieuER9aDraeM5n3laPXcIeniWsu4hAUDszSv3iNKHt4lfqFJ87iZKKEToeQcmKxGirNtXapflaIz8cYpc3G0f/8hgn/u4ktZm1R2Y8y8earePWrm8s/eSHTd7zHhPHuSIhceqUz19+eu0RmzUZPAJB0Zmg6ExG2QGIVbrXowqtDdvbaLmjh2RfI1pSR1ZWJ9JXmyxz4lPPIVZ4cEqVUabnTtLVfgfyEou0LKvEY83EY810tt7K0iv/4sUhDD1mtMWia4HloDcmaH73LbgzZaxLcyQ2d9wUToo/V8Q+PUTywTsIckWE41F94VXUpizmLRtQO1pI7N+NfWYIbzpPULNI3rsX/AA5ZoAApTlLbOcm9P5OJF1D0lTEGnNQPd9idPIlUokOEvHWJa9NlqNwgWlkaWncyrXjeeWcN57vBw6jky+TKw7QkFn3Y4NnCVj1OUYmX2LLuveRiLcgzVc3VhWDZLyNZLyNDvay3Liv9Dx6vsXFsR9QKA0tcX4EJZlCSWcicnw6TVBZXbZf1uwkZbSiSBph6Ef6NX59oRzNWwXHqzA+8yrZVA+WnefSxAt4vkWtPouqGGSS3dTqs0w4BWyniONVcf0ahcowvl+nULmEIus0ZTYsbMSas5uYyp0kVx7CdiLDx3ZL5MsXI5J0ej26lsTzLFobtjKdP4MQIYlYM5oax7LzzBai+UOIgPGZo7Q0bKEpszEyVEM3Cnm9IaFidPoVWhq2oigWw5MvUp83uvzAZmzmKI3p9Rhaklp9jrjZTEN6HbX6HJlkD7KkMlcaYHT6EC0NWzG0JGMzR6jZc5Sq41FIb76tueIAwRLGqDcxTeFL38DY1I9fKFF/7RRiPkXu9rtNjrxoMzNfpd6MSdyyV+fE0Td/f/18dXFIa74mYVC1Fx2zgCDEm1v8XLqThUWfRRDiTl0J2fol60olcEXGGZ5F72xEuD7W+XGCkkXwhkrhoe3iTl65Pm928W8GlTpB5YoH0y9GC/HNoDm8ExBC4Fds3LmVS0OtxO25HgpDRV7+k1fwaisnM0gS3H23zqf+qMLg4JXxvNEK92suLdEc62Os8jpiPjKd1lvRlThzK4S1ZE2m8+FNbPq5fSR7s6tWIxZCEHoBsq5cVz8wCBxGJ14mZjbRmFl/TVo1vHERuDEDxR7NUTp6Cb0lReGl89ELNVuhPnoTUtKDgNqLx3AvjSMnYoS1OqHjElQtnKFx3JEpCEOCYoWgVKH0zedQm7ME1Tq1I6fwZwtImoo3NkPpWz+I3OXVOkGpgjcxS1CqUnnuMEGhROWZVyKP0jKo1CYZGn2GjX2PEjMbl1xAb2Q8Pb/OxPRRxqcPAzK2UySd7Lzuef/aoGlxypVRLgw/yca+R+aNnui9udHnWAiB59e4NHaA6dkTy6pqA8TWb8CZnECEAeb6jTjjS6ekvhESMnWviCzNS8cLJbIf3uJNrhAB+fIg+fLgNX+bK55nrnh+yfPmiucAmC1E/14mC1+Nmfzphf+37ByWHb3r47NHl2xzZOrlJb+37BzDky8u+m4yd+Ka4yrWFBVraYJ6sTJM8SpOT6k6Sql6rYe97hQYmXpp0Xf58pUaf35gM7XEbwOR0vaZAewzA9f86eHH4xw77CxkySTTEo+8P3FTDJ63HUFI7dQItVMj72g3aoPTyPrqluLQ8wlqDkHdJd7XTGpHN9K840CEIvIy2V7kJas5BJaDcANEKJA0GSVmoCR0FFNDNjRkU0NWr6yVhUOD5A6cwZks4sysXtJkrbAL9rJp7pdhmqAoEuWywDQl4nFpgeURBJGI6VqxJoNHlXTiWsPCZwmZuJbFUBIrGjyJniybf/5WEj1ZEGDnathzFsIPSG9oRlIkqqNFQi9ESxnEWhJIikx5KMf0i5conJpa0btzGZY9x+Dwk4jeh2nKbnxL+CKh41M4NIAkywsWfPGVC4gbTJN7I4TrRZlZVyHIlwjy17rW/dlClIp+9fmOizOwPMnRn4oyRPzJuZX7IULm8mcRQrCu5wFSifZluSCrgRACxy0zNvUK41Ov4Pl1JCkyeJbSUPrXDlUxEUBu3gOwrvt+sum+G36mhRDU6jMMjx9kZu4kQXidNHEp4okRCpREArOvPzKA3JUXtoI9TkxLR/fbr5I0mt7WCtI/xluDVEbi9ntMuvs0Hv1APMrIlSQ6uxWs2o/v8JvB5D8cYmqV0Q4AFJnsbevJ7usHWUKEAjdXoXpmgsqpMWqD0zjT5SgEd3ndFNH9QpKQVBmjOUWst5nUji5St3QT62mKCmN3Zgksl+q5qXfUQ2Wa8PM/HyeTlenokPnd30tz4oS3UAtvaMjna19de6bwqmfPRrObrtQtpLQW1KaHgah6uiJrjFVW1ghp3ttNsreBwPWZPniJkW+fwZqugBDc/p8fQ8+YnPnMy9TGSuhpk6Y9nfS9fzu+5TJ1YIji+dlV7xArtUnODX2bjta9dLTswTQy82TFqL+rQcQejzLQlhTmCherOwv/R0c5cy0IRcBs/gx1O09X2620Nt8yz8VRVln4LRrHIHAplC4yOnWIYnl4gTgpREjdLhCG/k1XxP5RhywrqIqB61UplKKQSkfLHjpa92DoqVXdAyFEJMwZ1JkrDDA+dZhSZZTVvEzuzDRaUzMAfiGP2tSMOztzXYMHBAmtiVD42H6ZrNmNH7jUV6uDpchISkQkjSbo+e6GISIMwQ9u3J+tKEiaGrUbhFGY5uq2JAlJ06LsSIj4c2tRR7wMVY1SmC/fHyHmyd/BiokINwRZjn5LUa6M1bxMs3gzY3UNJAxTRtWgo0tdGJZyKeDQt9bI4bjc54V7LF2Rlw7DKAQfrHGcZCl6bhRl8XNzs8delpBUNaqiKl/5DREEq342JV1D723Hm5gltGxCP0RJxFctEpve00fPL96H2Z5BhILy8REmvnaYysnRVRcD9YsWtQvT5A6cIdbfQttju2l5ZCdmdyN9v/ogwg8pHhl6x/hHQRCVZYnHZc6cvvYdnLlB3tiqDZ6yM4MqDUBCMF2LXJ0CgRNUsbyliX0ASJDd1gpA5WKeM3/5MrXxeUE8Tcave+jZGPWZKtXhyFtRPDeDk7fY+sm72PIrd3LiU89Rn1k5nng1bKfI8PgLzObO0Ny4hYZ0P4aRQVNjKIo+726fn9REGBEeQ29e1dTB9+vYTplKbYJ86VoX+VohREC5OoYfXOuDc5zSmtVO314IqtYUF0aeYnL2OM2NW8imejH0FOo14xktsEHo4fs2rlejWptiNn+GcnUMdwlZgEptglzxPIpypZBoOE/wvB48r06ueO39qdYmV5VVI4SgZs1c24YIcZwVnumr4Ps2pfIIdXuxp81xSoRv4r5GZVEMmFdArts5Lo0fmM+g20ZDeh2mkY7ugazPh3AlhAiuGv8K5co4M/kzVKoT16Qfr4T60CD2xaFF360mWwvAFy5JvQmBQJV1whUTswFJQsmkUVub0Hu70Lo7UFuakONmRNx3XIJKFW9yBndwBOfSKEG+uOziImkqWmcbUjxGUCjhz8yhpJIk7r6N2K5tSDETb3IG6+VXsU+fjwwbTcXcupHE3beidbQiXB/n/BC1F4/gTc6saiGTE3H0vm6MrRswersWMp3CWh1/Lo9z4RLOhYt4U7OrXtCleAy9sw00lbBq4U1MR6uBJKE2N2Js3YC5ZT1qawtyzEAEIUGxjD85jX3hEs7ZQcLa8gaJnEqgdbRGhsIy8GdzVOYKPPH1Gpom8dS3a3heNB5hsPoyFZJpoHW0YqzvRevrRmtuRE7EQZYRnkdYreHningTU7hjk/iTMwSlyopjL8djqC1NaN0d6L2dqG0tKKkEkq4hvIDQsvBn5nAvjeEMDuNNz0aGyQqQ00m09hZQlPmxnIme0aYGzM3rMDZvQOtoRY6ZiCAgrFRxx6awz17AvThCWLlqnpMklIY0SiZBWHfwp/Mo6UTkmQlCUGT0njbit++g9vLr+LNF5IRJUKoiaSqyoUdZu/NjoGXjdH3sLoz2DEIIyq+PMvyZZ7Auzd2QcSv8EOvCNGNfOAiSRMujOzHas3R9bD/2eB57vHD9Rt4CeB48+2y0Sdq0WWHg/JV7ZprQ0rr887oSVm3w+MIl74zhhDVKzhoE0CSJeFskepZ7bYL6zOKFLPQCFENdRGAO3YCJZy/Qft862u7qo/nWbka/e/2KzYvaDT2q1hRVa4oR+UXiZiOGkUHXEgsS88D8AuHj+za+X8fxKjhuBf9Nlk+4Gn5gc27o2zenMQky2zto2NNN8eQExePjN6fd6yAIHMrVMcrVMRRZJ2Y2LmSoKIoxn/0iFhZbxy1j1fO4XpWVPArF8vANKzdXahO8dupvbuyCiJ6RkYmDjEwcvOE2avUZTg384w2fvzzkSCDPNEjfezd+sYR1/PUrz7TyIgmzCcPIomtxZFlDkiTC0Mfz6/PjP7ekkbkqBMGiuyYZOul33U9QLGGdOLmi8VOxp9HlGCmjhaI9gbtCWQw5ESdx517MXdsw+nuQ4+ay2ZuxW7YiHvBwBocpP3kA+/Wl5wQ5kyb7Mx/A3LSO2qHXKH3je6QefRfJe2+PPDiA3tWOuXkd+S9+nfqrJ4nv2UH2I+9FbboSstf7ujAOLCdRAAAgAElEQVQ29JL//Fcjo2cFaD2dpN59H/E926NQ4BtFOzf2E79jD97ENNUDL1N78VXEKkgIencHTZ/4GGpjFvvcILnPfomgVMHcvonM4w+jr+tdEMRbQFc77NhM/LZdzPz551Y0eIyN/TT+wk+hJJcvDFz8xvcoP/EsIgj51j9UESFI8hX2mCTDCnQwANSOVlIP3UNs1zaUhsyK3kkhBMJ2KH3nGSrPvLCs8Gps93bit+7E2NiP0phdvs0tGxD33I4/NUv1wMtUXzi8kHW2FMwtG2j4uZ9EScSxXj3J3Ge+iLF5PZnHHsTYtO7a8QbMbZtI3nMb1rFTlL/zDP5MRBmQ0wmS9+/Fny0S5Mv4M3mUpgyJ27YR5MsEpSpKQxq9oxm3tZGwXCNx2zasY+fR2puRZBnr+Pn5kBQ03L2Z5JZOJEnCK9eZ+sYRrIvLZfytHl6hxtQ3jpDZ04vR2UB8YytND2xn/EsH33L+3UqQJPjkJxP85v95xfvV1Kzw8Y/H+cM/WLscwpoIAaEI8AIHCYlVqFcsQIlFP2PnrUVcHCHAt7zI4NEXP0SB45M7PkH7Petoua2b0e+du2H3WmT8TFO1VqGGLEGsKY6/MsXlHYOaNOn50G5a79/E7IuDVIdy+JW1xzLfDILQXVh43ywkw0DLNizsMIXr4hXyN17d8F8QJEDWDZL778QdHaN++uxCtkwQOFG6cm1i5UZuEmRdJ3nn7bhjE1inz6wY6ok8vzXcwKLuFee1rJZpNx4jvn8fel/3/HECYduEdScyqsIQSVWREzEkw0DSNIwtG2hIpygEYUSsXWFnq7U1E799N/HbdxNUrSijMZ1E0jWUdIrUu+8jrFqkHnkXcjKBn4t2tEo6haSp6Ov7SOy/leI3v7/0NcsS5uYNZD78HvTershbEYSENYvQdSEU0U49EUPWdfSudrI/+RhqYwOl7zyNWEPZZyWdQjIMYrt7yH7kMdT2Vgij3xKXjQJNRTYNkGW8mRxBfuUdunA9wvKVQrELYSFZWtKAuPUuk8d+MkF7V8TdSaRkThyx+fQfL+MRlWWMzevIfvgx9N6uqH0iFV/huAjXQ4gQSVairFJDnzfcQ4JcfnnhVVnGvGUz8Tv2zJPjRXQtth21GYRIsoQUM5HjMSRZRutsI/2+d4OqUnnq+VV52bT2FuJ7d5B+/GG0znYQIUG5Sug40b3VVeREIrrH8RiJO/Yix0wKX/4ngnwJJRlHElB78fjC+uVNzOIXInVu4fm4FyfwNvViHT0DgDM8hd7bEYktDo0thOLUdIzMrf3Ischor4/kqJxcXTLBalAfzVMdmMLobEDWVTJ7epl98gTu7HUMCwnMrImRNlBMBUVbPR/Jq3kULy797MTjEuvWKTQ2yuzcGdkQkgTbtmuEN2gLrMngialpetN7OJ9/nkCsvjbO5RobinE5rn1FE8arOkiyhNEUvxJ3JWKc2/NhrHhXJgrzrqWzNwgjbbDt53fx6p+9/I5atstBBAFuqU7g+Dg5C7FK8aYfVhgdnTQ9/gHUhkaUeBxnfIyZL38RL/dDanH+GNdFxminKdFHKEK8oJW52hB1f+lJzS+UsE8PoHW04U3P4gyN4I6M40/NElSq4PlIiTh6XxeJu/ZhbOhHUqLFK/nQ3bgj44TV5b1YansLyXfdiXN2kMqzBwmrFvE795J66B4k04gMkI+8F7WlkeozB6kdOY4kyaQeuY/4rbuQVAVz51bkp55fMAyuhtbeSvan3oveFy1gfq6AdeQE9ukB/HwBggA5lcRY10P8rn3oPV3IMZPk/XcRlCtUnn1p1TwhOZ1E7+8m/fjDqK3NeKMT2KfO445OEFRqgEBJJtG62tDX9WKfPr9iJiaAe2mM/Be/jpyII8dN5FgMpSlL8r47kYxrFdEffE+Mp/+5xv77Yzz5zRqbtuv43vITpd7bSePHPojW2QaShAhD/Nl81O+RcYJiCeH5SIaO2phF62hD7+sitB2cgUvLdzzwqR8/Q+KOvQTVGs7gMO7wGN7kDEGhFHnPNA2to5X4vp3Edm9HNg2UZILkvXdgn72AN3x977jS3Ej2o+9DacgQFMvRvT0zgD+bh8BHSacwLodCW5uRVIXY7u0454eoPPUCYdUCWSJx926CQhn73DDm5l70njaCYpWgaiGCAMnQiN+xg/qJAZyBETKP34s/szgpRWtIEO9vWTBEa4PTBM6NCfAtCSGwhmZpete2aE3uyGK0Z1c0eBRDoXt/F5vfv5HmHc2YWSMyNFeZhDJ5dIp//jffW/JvjY0Sj7/PZP0GlU/8SuJyF8nlQr721RuLwKzRw+PjBTaKrBEEPquyCITAyUcTUrwjgyRLV84Sgvp0NIlkNrUwdWDoSraTJC14fRT9+vE6synGpg9vw6t5JDuT5M/mGH5qCEVX6Ht0A+m+DL7lMfL0RQoDOVp2tZHd2IisKaS6Uwx9e4DADdj80e207etA+c17qM/UOPm3x98x4tZSCCyP4S8fYfqZ89gzZQL7rS3K+FbDmRhn5h++jKzrtHzoI+90d36MmwBZVrDcIjEtgyxJK2t1+T61l1/FvTSKNzFDUCheU9+NXAFvZBz34igNP/1+jK0bkCQJc/N61OYG3BUMHtk0CYplit/8Pv5k5OGtPPUCxsZ+zM3rkWImen8P1uFjlJ88sGA8VZ45iLF5HWpDFiWZQGttxnmDwSNpKskH70br7oi0S6ZmKH7tCexT5xc8cQDM5nEvjWKfH6Lhp9+PuWUDsmmQvP8unIGLuJdWt0uXYybpxx5EbWmk9tJRKt9/Hm967lpv6KsySjoZeciuY0yFNQvn/GKultrSxP/P3nvH2nVlZ56/fdLN8eX8mJMYROWsCqrkSg7lsss23La7ezzTgIHGNAwMMI2ZwWAw/4wH02i0Z2yU26G7nSqookJVqVRSKVKRFPmYHsmX483p5LPnj/P4Al/gexSlkhv9CRBI3nPPPffcffZee61vfV/i3jthg4BHAqMXXA4djWBZktdftPjNf54C1v8GSiJO6tOPo10PdjyP1rsj1J99AXd6bu09Wv5wDS2bDvkz1S1IvBKcq+OU/vobeIUS7nwBaa7PdHuzC9gXrxI0WiQfuw+haWjtOaJ7h3EnZm7Ke1EMHSWfxV0oUn3yacwz59eMT2+xhD0+hTu3QO7Xv4CWC7WrYnfeQePnp/BrTeovvI2aiocmokGAM72IVzmFNENLIul41H5yatmQVIlHwfNDe6FVWSg1HsHIr5QevZp529cmr24S/soCPR1Dz2zuWaVoCrufGObuf3WSWFtsOUOLDLO8mwU9Uko808NtuZsakgJMTQX833/SoNmU/PVfrRznOJKb9k5sgh0FPF7goKtR9mTvp+EUlyeyqj1H3dm8jli7WqLn0T2k97ShxXUcJ3xApZTUrxWRUtJxdz/j3z27HAApmkJmf0h2drehxqgaKj339XPxH8+x8M4sh752lOq1MtWrZYpnF5h5eYLue/sZemI35ctFYu1xBh4f5r2vv83MyxNYFQuv5XLth5cx0hFO/79vEnjBRyrYuQ670MQu3AZfsI8ApOPgLoQLUWBZiEjkF3xFH03ctmabDwENu0gi1UZES9Iyy6EC9xbwZhfw5hZv+iXd6Tmar76JsXswLH1EDPTerpsGDM61KbzFlYxh0DKxR8fCgEcIZOBjnh5Zw3Vxp+YImibksqBrqLnMuvMau4eIHT0YlrEch/oLr2GeGdl4zggk7tQc9edewhjqR4lF0TrbiR07hDM1t70sjxDoPZ2Yp0eofv8nIXF7IwQhcfmDwMX3HJJphdELDl/53RSeE6otb4TIwb1ED+xZuscB1vlRqt9+Gm9xC80yz1s2Kr0ZgkaL1lvv3XTcBM0WjZ+/Tuz4IbT2PEJVQ1J7xNhWSVG6Ho3nX8E8PbJSOlxzzT7WmQtYRw+SuP8uhCLQ8tnlLJxfrOIXVzKc3tz6739dJkREDaKHduHOl3Bn166pQlNQIivdrEJdRaS6TVD0leSC0Je6GjdBvCPG4a8eItYWI/ACylcr1MZruKZH793dJLoSLJxZpD7XQDVUkt0JcntyKKpg4qUpLnz7EuUrW5dcPQ/+6i9bRCKQzihMToSm4opya013Oxb1aDpFFKGhipUbr7BFBkZC+b05Atcn1pkkd7ib+VfGll+rXSlhFZqkd7dx6A8fYPKH53GqFm0neul5dDcA9aulbU34rYUmxXMLNGbq1CerZHblqF6rkOxN0fvAAImeJGpUW26FrFwpUzy/SOCs3DnPdAncAKdub5zAUgRqRFtyuN3kKwcSr+lsOPEJXUU11GWxqMALCBxv69Z2IdCSxjpH3cDx8bdqQ1QEWiICQYDXCoNGxQj5Utej8cD1CWzvpsk6JaKh6Euuvps8ZL7pEjj/tEtsH11I9M4Oovv3orW3IS0L88IlrNGra1vFVRWjr5fo3t3oHR0IXcNvtnDGJzAvXCRo3ZAKFgI1nSZ2cD9Gf1huCWwHr1DEvHgJd2Z2y6tSc1lSD96PUFXqL7+KVyzh+E1KrQlq1jxNp7g9H6rtPOBSLpcslO6Ope6u9S7wN8Kdm187OwYB3sLKouPXGuEiu+oapOMs3yuhKGE30SoIXSN2xwHUbDokkM4XMN/dJNhZdf3OxAzO5MxysBU9vC8sfWyzrOXXGzR+9trmwc5twebf4adPt3Adyeykh2lKEgmFs++sDxpExAgJ3IkwQxDUGtSfe2nrYOeWLnWb/mLVOs70LFp7PqwepJIITUNy84DHnZnHPHth42Dn+mW4Ls7VCeInjyJi0bBE15YlloLk3g4KL1/BKd6801haDq1T5zZ+MQjtMa6vHdHuLEJVbiutIdKT4/oELwO5ZVTReayTVG8SGcC1H49x+q/eozZVJ3ADPvZ/PEo0F+XCty9y5dlrqIZKoivOwMP9HPnqIbLDGYQCTu3myYyDBzW+9tsx4jGFP/7jKoMDKr19Kj/+0c6VB3cU8LiBxWT9LIYaQ1ciBNLD9pv4N2m/rY+XqVxaJNaZJN69doJqzVaZ+/k1hr54mN7H9tBx1wDSD9DiOmpMx23YzL86tr1My3XD4+u+bQIGHhsiu7eNK9+/SHZPjt4HB5fXa8/yCLy155VrTrb2NT0Tpe2eYdrv30ViKI+WMDbsKLHma5z/k+doTa5Er0JVSAzl6XhoN9ljfUTbk0gJ5myV0lsTLL56FWtu4xZMoy3Osf/ll4i0r/UJW3xplMv/30the+MGiPVmOPo/fxZzvsal//Aisa4UXY/vJ32oGy0ZwW851C8vMP/CZSpnpjcMVoSukt7fSddj+0gf7sbIxDbsUgC4+tevMfvs+Q8uHSEEaiKJls2iRKOAIHBsvFIJvxHWmdVkEqOrB3tmisA0w11xRydaOo2zMI9fC3e+Wls7WjKJNTlx+7VRPgBo+RzZz39myUxRog70E7vjMPUXX6b+0qvLXVNaW562r/wyCEFght5mRl8vybvupHHqTco/fGalBCIEkeEhsp/7NHpHO369HpYZVJXI8CCBZW4Q8Kz8tlpbnuxnniCya5jKMz/Gq4a72FSkk87EXjzpEtezlMwJLO/2GEwGpr2mu2k7GUG/Ul+3hgeryh9BvUFgrp88lzt5xJL2yiooyUSYaVoi4dpXJ7bkEi1/VrOFN1+A/eFmTs1lUXOZ9YHoJvDmi9ij17Z17K1j87RBd5/GtcsujiM59XML3YDu3vXLiJrPhlmUJVV9d2ZuXensw0TYPr7y+ygRY3Oz5dXvkzLklBVv3p7tl6vLz6FQVZRoFGuiSvpQD1rCwCmCnokR6UwTuB7WbHWlbKQIrNkqge0R7c2gxgwC06U1VVreDAeWi1ttEelIA5A42EOkK405fnuCSD2XIHWkb/nn95s2XnPzoCK3J4sW1TCLLc7+3cga8rHv+AhVWc4Y+Y5PbbLO+W9eRPqSk394Jyd+7xg/n3qZxuzmz40Q8JnPRvjukxa/8qsxVCUsad13n/HBBzwCQS7aS0/iIOqS4mvFmmW6cW5LErNVbHLpr99E0RSK76ztKvGaLte+/R6pXXnyx3owstFVrzmMPXmW0pmtd5nXkehKkj/QjqKppAYzzJ2apv2OLpy6jV21yOzOreUDSdZNhF7TRdEVEj1J7KUyF4CWjDD8m/fQ94WjSD+gdmGe5kSJeG+G5J4OhKbgFJsU35qgOVbEra1MqEJVaL9vmN2//wCJoTak5+NWw8U4f/cgbfcM0f7ALq78xSvULqzvJAssj/I7k0S70+ipKMk97UQ7UlvWVwEUTSXSkcTIJ+h8ZC8Dv3ycaEcSp2wipSS6q43U/k7a7h3m8p/9nIUXLq9RjBaKoP2+Yfb9948SaU/QvFakfnkRLWGQOtCFno4ivYDS2xO0Jss0x0sfXLADRAeHyT72MYyeHtRkGDgHpok1fo3y88/hzExj9PTR+ZWvsvidb9MaOYsSjZF/4jPEDxyk9ONnqP78BVAUMg8+THRwiJk/+w+hoN1tx+31UzD6eqk8/SMar71BYFkY3V3kf+VLpB56AOvaGM54aC/gV2tUnv4RfrWGWyggfR+jt5f8r3yR+LE7aLz+Bu582GKtJhNkP/MERm831R//lNbZEYJmExGJoOVyeMUNJtKlGr2Wz5P9pc9i9HZT+t4PMc+dXw6kDDVO3VkkpmVQFWPbgp9rsHojIZb/B4K1quvbWLQC01w7LpeE+ZZft5wN+STL40KIZTHC5Y+Nx0L9miV4C0WWc+1bQPp+eD1LELqGmk3jTm+j41FK3OnZLTMNHzS++s9S/Mn/Vsa2lqwlUgq/+jsp/p//fW1AoOUyqPns8t/tK+Mf3nWLlbGy7C2niLUbm+uChzeD64Ut5tu49sBZJWSpKKBr+LZL4ITvVSIa7Q/vI/B8jGyc2vlZUvu7wixNEGD3ZGhNlWl/aC++6aIlI0z8l9eXqSNuzcSeqWC0pxBCEOlI0/X5O5n8q5/jbxGYbAdKRKPzM8dCxeWl7L9TbOAUNt+oxPIxFFWhPFpZZyDqOz6KKsJGpdX3yA0Y++k4uz+1i86jHfTc1c3lH2ytdZdIKJw95/H5L0gURRCNiU2rKzfDjgKeiJqkO7Gf2eZFTK+Kquh0x/fTHhtivjW66fukF7Dw+sTyZHkjGuNlzvxfP6Pvif3k7+hGjeq05urMvXSVhdcmloOOm8Gu2uQPttN9bx+L78xRvlTErtrs+cJ+jv7+nVTHKqFLLuDUbMzFsLNhNcxii/k3Zjjyu8epjVW48PdnAUH+5CC9nz2CW7cY/fOXKL87ReD66KkofZ8/ysCvnsCtW0w9eZr61cKaNGP6QBd7/vmDxPuyLL58hanvnMZaDNObyeE8/b98gtyxPvb8wYOc/5PnsObW1t+9hs21v30DRVPREga7f+8Bej99eFv3BCCSjzP8tbtpTpS49KcvhoEJkBjMs+u37iF9sIvBXztJ5ews9iqdJCOfYOirdxHrSjH55GkmvvE2numG/Ko7etj/PzxKpC1J8fUxpp8694GXs6QMcCtlmufP4czPIVSVxOEjpO6+j8CyKPzgu/i1Kl6thtHVFQY8sRh6ewd+o4HR2QWKghqPo+fzOAvzm+rJCE1HiUTxm7eWmcgcvYfAalG/vLUK+XbhLRZovXuGoBnuhpzpGRpvvk3+y18gMjiAMzkdKsraNubIWn0aZ3IK68o1knfdiZpOLwc8xvAwxkA/jTfeov7qqZXMiWnhVzbuqpKeh97eRuZTn0DNZih95/tYl0bXLCYtt0J36iBJo42KOY27Hbd0EQYRajYTCsn1dKLmMmH3UDSyZISrh502Hfkd3bt1JOgb4Xs7zvIpqQTKKu2a1BOPkHjo7m0F/GvKcIoS6vZsEx8UN+dmiMYUhnep5NpVDh83cOxQF2Zot77hV1aSCZT4ShnQndmGJMgtQkQM1EwKrS2P1tOJ1p5HScZRYjGUJQNlETHWBGDbhfS8UPxwe0evva4bXtUSEbRkhPmfjJDc20m0K0Pg+TRGZpASEsOhsrkaM3BrJsVXp5aDJQC31KB2dpLk4T6ErqLoKu2fvAPpBcz/8B2s2eotKVQb+STtn7yD7l+5BzW6RFUJJK3ReeyZzUunqhGqTTstdx0lw225SCmJpAyEJpCrKilO02XxXIGOO9rpPN65ZcAjJZx9z+UP/iDOrl0av/ZrUYZ3a7zws1sL8HYU8KiKjpShY3pYlxfUtUWiWvrmb75JSaoxUeHiX5zayeWsg1OzuPSNEVoLKymy2liFd/79+vPOnZpm7tT6tsTADRj9zgX4zsq/qTGN3Ik+tIRB8dQY8z+7vPx9vLrN3E8u0H7fMJGOJNHuNLWLKw+3Yqj0ff4O4oN5yu9OcelPX1wTVJjTFVozVY78T58md7yfnk8dYuxv31g3gALLI8Aj8JY4N9uFEKAInIrJxX/3PM2xFUKgOV1BqIJD/+aTpA90EutOr7m21P5O4gM5nEqL6R+8h7XqtdIbExReG6P/i8dIH+pm8snT27+mW4Q9MY49sVak0J6eIjq0C6OrGzWRxKvV8Gs1jM5uALRMBhSBee0qWiaLmkyhRKNo2Rzm6HpzxOuIdvURH9hD8bXnbulatXgC/zZmeLxSieAGgqU7O4eUAVpbPuQjLHF5lGgUva8XrS2PEosiNA2jrzecgVdlKozurpBXMj6xLRE8ACWZJPu5TxHZs5vSN7+DdXG9Dk7LLTNdO0tcS1N3Cng3C3h0jdgdB4nfc4zovt2hQvHt9Fa7ydwjA7njzKQSj625Ri2XgQ2IzTeDEAI2KRGvg4RgC8G824f19yKZEjzyyTj9wxpf+o0kwZKLQr0W8Ox3byhJKAIRjazhHPr17SvlbxuKgjHQS+L+k0SP7EfrbFsuMd4uyCC49XuuCNKHeknu60QGkuJrV3BrJm0P7EFPx6i+N018ME/gy+Vkk6KFFiF+yw05k6qyTFmQXkDxhfO0PXqQaH9o6KzFI3R/6S5Sh/sovnSR+tkpWtcWl53mN4PQVWIDeZKH+sg/fID00X6UVQRlt9Ki8PzImoDrRvhLpqR6XEdoa1Muds1B+pJkdwLN0HC9lesJvACrYiEUQaJzc8HL6/j2kyaPPRrB9yGeUPjB9yxOvXFrv8mOOTwI6Esepu4UMdQYuWg/C1tkdz5oaHqMwPdQlRhOxUegoelxVFXH82xk4KNqkWXrA881EUJF1aMgA1ynhaLqqKoBAjzHXPZ6ug6hKRj5eKgNtFhfN4G6NRO3bhEfyKEn13IKYn1ZUge6kH7AwguXsQvrH/zmeIniqTGSQ3na7hli5qlzGx53S5AS6UtKb44vZ3ZWo3ZhHr/lYGRiRNrWDr5IPo6iKbTma+vI0YEfhAGQACO3ltD5QUJoGko0itD00JNHCALHQYnFEKoa8k7KJSI9vYhIhEjfAF65jDl6meyjj6FlswhVRctksec2LpUm9xwid+IB9FQWI5unNXmF6sg7RDv7SB88jmJEMGfGqV0KO0TSB44T6x0kcG1qF05jza10DSmRKOlDJ/BbTeqjI6EW/y0gLOPcwDcL/KUO0pXJJrJ7F5lPfRw1mUQ6Dr5pIh0XNZ1al8IXmgpyybtom4juHsZdLCIdh8Sdx7HHxvEKa0tfCaONruR+ALKxPqaqZ8K5YwOo2TSpTz1K4t4TKOmlzIfn4bdMAtMmaDTxmy2kGQrKCV0jeuQAajq54fk2xu0vsyqruUNS4jeaN88kbYDAtLZU/V2HD6Vdb32wWVjw+Yt/V8VsSb7/j43QPBRwXYl74+ULJeTIrMKt3Jstr9DQid93J+lPP7bceSV9P/wdTIugaeI3mgSmGd7fQBLZM4Te172zD5Lylp9ZJLQmS8x8/zSB7eHVbQo/v4zRnkR6AfZCHXO6jG+GN9AuNEgf6MacKhM4HqmDPTTHi3ir6BHmRJG577zF4B88jhoP77FQFZIHe4nv6sQpN3BLTZxCHXuxjt+0lppSZNiwEjMw2lNEOlPouZDuoMbWclED22XhmTPUR7bWKWouNAm8gFRvEj2msfoJr880CNyA/ME8kbSBu6pKIxSBHg8zSYp6843NnXcaHDiooenhyHz4EYOeXpVvfXPnWjw7Cngcv8VE7TQ9iQNkUj14gUPBvEbZun1qjztFV99dtBoLZBLDjH9zlrg6RK4/RxB4SAJss0wy04+mRQl8h0rxKp5nkcr0E43lmZ9+m2x+F5oRRwhBrTJJefESqyfJ5a4rsdT1dAPUqI4a0QlcH99e+2DHutJE8nHcqklrqrJpy2rjSgHf8kgOt6ElI7cv4CHcpdQvL2w47/uWS7DkLaNE1g4Hrxm67WpxY10ELxQRBncyPO7DgN7eTuLYCWJDu1CSyeUdtpZvw7suVCgl7sI80cEhtEyWSP8AbqmAPTWBUDX0tjYQCoHj4Fc3Lts0xy6jxlNE2jopvPJjpO+jRmNkj99Ha2IUuzBP/u5H8Zp1hKYR6x2g/O4r6OkcueP3M195KjyRqpE+eAI9maV+6eytT5yAmkis272qqTRCUQiazZBvoqlkPv0J9I4OKt9/CvPipWXeRObTnyR598k17/frDVA11HR6xcDxJnCmZyl967tEdg+R/fQTZJ74OOXvPbVcagOIaimq1ixlc4r+9FFUxdgw4BG6RuoTD5P62IOhsSdh6aN1+hzW+St4swvLxGuQSAl6Twd6f88OA57bjxuV5mtPP4957tLOAxIpd1Ay+cUiCOAbf11f5u9sCinXOW3fSPp+XxCC2PHDZL/4qTAbSNiFZZ4ZwTx3CXd8Gr/RDC9YhuNGiUfJfeXzOw943g+kxJ6vYc+vlCEDx8NrrGQ8ndJKBsU3XVqJMtl8AjVuUDs/u+bY8JxQeH4EPRun+8t3oSajy/OgEtGIdmeJdGVYNtyVS28CCB20lzptNxYH9C2XxR+dYf4Hb980S1S5WsG3fVI9SVK9KerTjeaCCZUAACAASURBVDWvuS2X/N4cfff3cul7o8vcu1g+SuexDpBg17bO/goBX/hilFdfcZiZXsmZV6u3xrvc8Si0vBoFc4y4lsEJLGrOwvb2T7eXw7kMz7OIJdpRVANFRlB0Dc8zmZt8g77hh4jG27CaBVQtiue0MCJLZNfAIxLLoBtxhKJQKVwOH6REB0JRkcHKQAwsl9rIHN0fP0DmSA/pQ900rhaQgUSNaOTvGiTWn8Wcq9G4tjaLosYN1KiOW7O2ZLw7FTMks+XiK3XU2wUpcStbRMOrnofVqF9ewC42ifdmaL9vmJlnR5BuECqHDufJ3z1E4PpUTn/wAa+aStP2S1/C6O6m/tab2FMTBLaN9H3aPvcFFH3lnjnzcwhFwejuRstksK6O4jcbuMVFjO5ehKriLswTWBtnHaTvIX03JJg64W+mJtpQI1GaY5fxrRbW/BSxnkFQFKyFGezCAm61TGrfHUTyYct0ctcBAsdm8aVn8VvvL4DVuzvRu7uXJ3JhGMQO7Ud6Ls5sqOOiJBMh2XixgHVtLOz8EQI1m0Hv7lpHvLXHxglMk/iJo1iXR3EXC+EioSw5lku5jszr1+p4lTLemyXUZJLUQ/fj1xvUnnt+ufMpkB6dib2kIh0k9DyKolFqTVK7wYPP2D0UWgNoGlJK7KsTVL79FPbo+Oacmp1yFD4gyNZSILZEfg1MG29u4SOp23U7ceyuCONXXRq1gE9/OUH/oMYz32ly+fyqcRIESMtCyhXxOSW+dYPFTqDmsyQfvW+59OlVqlS/9TStd85uni27rc7xHxxa40VaN+m68ps2s99+A6fUoPvLdxPtzSE0Zflei+tu8Yq6rXYBKSUEEqfcZOEH7zD/1Lt41ZtnTwojRcySRWYwTf9Dfcy8sZIxb8w1WRwpMvT4AMd/7xiJrgSLIwX0qMbg44N0HGkn8AIK57fWXJISLl/yePhhg5kZf7nXYGzM48rozjeQOwp4NCXCUPokcT0bKi4Lja74HsZr79BwN/+RjEyU/LEe6tdKtGbrm7ZRr0asK0miL4P0JZWLC/jWxrVEx6qRbd9LqzFPNN5GaeE8mdww6dwQQlFxrSpB4CMCP+Q7aHFSsSyWWcb3bEAS+F54jBLuoG+MzaQvKb45TuH1MdrvG+bwv/kkxbcmcKsm8f4cbfcOEdges8+O0BzbwBLhunj0Tb81OzxwO+cKPTmCW1gorPk60z94j92/cx/Dv30v6QNdtKYrqHGDtqUgr3hqjIWX37+j/M2gt7UR27OH+ptvUH35xeVOFxGNLre+XodbWERKSWx4DwiBPTuDdBzsmRmiA2GQ4szNEthbCOItyRqs/rsE5DZ/G6GoSD8cs0auA7da5v1E/IFlk3niY+idIQE7MjRI/NhRrMtXcMYnwmNMC69QJDI4QPKeu3CmZ1AScWL796Plsut23e7CAo1XT5F+/GHafuPXMM+O4DcaIcepox1naprGqxvz6qTjUH/pVZREgtQD9+JXq9Rffg2CIBQllQESqJjTS95a6wO+6KG9y5ka2TJpvPBaaCew1cKkabc3W3CL8Gv10BLBCANtrT2HUDVk8E9b+TzE5vf/4U/EmJ7wOHpXhENHDS685/DxzyW4fH4tuTVomkjHWZYN0DrbbtvV6T2doS/X0gJvvjtC883TW7ugC7GhVcY/Vfgth8Ufn6VxcY6OT91B+tgg0d4cSkTbPv9NSgIvwFmoUR+ZZuHH79G8MLNtjqhZsph5fYZoNoIW1VA0JRTrJfTIuvL0Fbrv7CTZk+Do7xzBt3xQBHpMQ6iCyrUKU69svVkWAvbt0zh/3mNiwlveB5WKH0KGJ6LGiWsZLpVexPabKEKlP3mUfHRgy4And0c3J//tE1QuLHDxP56i+O7NDQ+zBzq5448eRo1ovPFvn9n0PY3aDIHvYraKRONtNKrTSBkQiWYoLV7Ec00URUNRVALfQygqqhbBMJIU50doNRZxnRau0wAEvmsSbFB6sObrXPvr19BTUXIn+oj2pAGBV7OonZ9j/vlLLL58dU1bN4DXsvEtNyx7bVAOuw49E0XRFHzTvb12Ee9jVxO4PrPPjGBkYgz86p10PrYvzJTaHuZ0hfF/eIvZZ89jL7yP7IWicD3Vutwqet3AUK4IX0kvJMipmTRKLIZ0XdR0hvQ996Ll2/CrKxNuYNt41QrRXbsJzNZyN5a7MEfy+AmEUGi+d3pjafvlc5hoiRRaMk1g2/jNOoFtkRjYg704S7S7n9rFMwihkNi1HyPXhp7OgRA45QLxgd00r13ELi2SPXYvXqOKXbgVs1UZKr2+8SbS80g+cG8oPGhamOdGqL34En5tqSTi+1R/9BzpTzxO6uEHEbqOX63ROn2G1tlzpD/+2JoMhHRc6i+9jF+vkzh5nNTjj6AYBoFt484vhITklcsIW7mv84aAoNWi9tzPUFMJUo88hFcoYV64iKZEcPwWUS1NTE8zV7+4TrZCGHrIvVgKXvxmC+vS1ZuOVyURu63ZgltF0GjhLhYxlkokxkAfwtC3HFP/dLD5gqnpAkWF+x+N8uKPTUZO2/yLf72++8mv1JYEIsPWfWPX4LbLpltiScV49Riwzl/eOtjhevv/zknlH2VI16d1ZZ6JP18kOtBG8kA3if09xIfbiXRm0NIxhHpdnA6u79q8hoW9UMOaKNK8Mk/j4iytqws7a4YBPNvj/LcuMvv2PLNvzy0HOxDSQKZPzXLu785z5GuHiaSMZUkYGUjqU3Xe+foZquNbdx1KGZaveroVQFsOeBTFB3Yuc7CjgMeXPo7fQldiBDJAFaFqcRC46EoUX3rrVVUF5A51ocV0En1pvK2UgVehcmkR3/GJdaXIH+uheHpmw42H6zSoOuGC69jhzWtUp2hUt19mcZ3Ghn9e8zVUQeZID9HuNLPPnmfyO6fxLQ/p+XhNB7dubZjOtmZr2MUG8cE88f4s5dNT649TBKk9HShRncbo4vq67S8Q0e402eP9tCbLjH79lZCoHAT4lodbM99XK7qaSJC+/0GMnl6UaBSjrw8hFDp/9dfxmw1806T8kx/hlUu4xQKNt98kfugI3b/7B+HCIiXO3Byt8+cwenqXzyuDAGdulsShIzTefWe5A8m97hytqrilrdPG5vw00d4h2h98gsa1izRGz1E5/TrpwydIDB/AnB7DnLqGDALUWJz83Y8iXYfK6dfxzSZeo4ZvtTBnJ9ASKeKDe3CqJeQ6hufW8BtNFr7+l/jNJtJ1aZ0+G2YVgiD8txv8g+zxCYp//w2UWCy0PHA9gkYjvFeT0/iNteM7MC0ap96kdW4kJIMrypKTtY2/SgzPb7VY+I9/g3TdNcrOfq1G6VvfQ0nEQx6PlMT1HJqiE9XSKIqGrsbwvRuee1VFrCpD4vmh0eJWUFWMvh6U1M07Oz5o+PUGzpVx9J4uhCIwhnrR+7p/oeJ6HwYunXP4gz/KUCkGvPe2Tb5dpVRYPwd4pQrefAGtKzS7NIb60fu7cSe3p6m2KYSCMNZmajYydb0RWkcerbP9/X32RxTSDzDHFjHHFym+eBE1bqAYGmpER00YCENDIAg8D7/lEFguge3hm05ImL7VMqyEyrXqpm7nbtPl3N+fp3ipxOCjAyR7EgROQOlyifEXJimNltcESZvhtdcchoY0EglBEEC5HNBq3do17yjgkTIgFengcPTjWF4DTYmEradugVy0j0XzGnPNS+velxzOAWDON2hObk8S3SmbtGZrJAeyZPa2rxiT/YIQ6UjR8+nDICVT33+P+qWFbb2vNV2hOjJHYriNrsf2UTw1hjW/lqSYGAjLYkIRlN6a2Jpv8yFC6CodD+8he0cPo19/hdKb4zd/0w4ggwCvVlvuMrLGxm48YLmDKDBbFJ99itali6FlgqLiFhYxr46G5OSBQfzrxFnfp3nuLEgwr650ELqFRSovPo9QNZzZrbOMfrNO4aW1Lr7W/BTW/PpAunr2Tapn31z7b+feWv5z/dJ7W37WlggCvEIRgaBLDFCrFLGo0Sa60UgwzxQqGu2im6KcI5CS9laeWCuJh0tJztPCRUWjrZzAliopkaEsF4mIGDESFIJZrHqDoN4gRZas6EBBpUGFMosE+MSCGOlinLqskBd7UIVKnTJlWSBoNteQlv3AoS0+RNmcJKZlNhYe9P212RBVRYlH8bdoj9fyWeL3HF9XwvxFQFo25nsXiJ04gppOoiQTJB+5F3dqdtuqyf8U8fSTDUZO2yzM+VTLAZoGT397vVJu0GhinrtE5MAeRDSC1pYl9fiDlL/1FPL93B8ZENwwRm60/VgHXSNx/10osf/KffokBKYTmpR+ROC2XCZfmmLypVvneV694vPAAxG6uhUEMDrq8bPnPwQdHjewuFR6CVXRUYSKlMGaVLXtbSARLQTRfDggG1PVbUV0EKa9rhuJRtoSt90kbadQdBWhKejpKB0P7gYpVwkiSqQXbJjpkV7A9A/eI32wm8wdvez97x5h6junsRfDoCc+kGfgV06QHG6nOjLH7I8vEKz2RhHXPzv0sdISxnI3lWJo6NlY6MXlhz4rgXNzX6ztQghQIzogyB3ro3Z+DqfSQgbhdyaQ+LaHW721TE9gmtTfeH3bx0vbpnVhBNbq6uGYJs6qFnNdRBlY7CD5c4tLzoomUmC28N84T17tpuZ9ALogO4SUAbZdpdlaHzzbTp1gFXFeoNAuusOOFDlPrxgmKuKU/HnipOgU/ZRlgV3KARIkaVAlTop2pZdrwQimbDKo7KcmS0SJ060MUpUl4iSJEGdMnicr2hkQ+zBpEOAzJA6QDLJMysvERJLdymHqsoKDhYJKp+hnPLjIglw7mdXseRy/hb20KXKD9QucdFy8QgnpeaHUQDJO5MAeWqfeXU9YFgI1myb9mccxBnrXnesXBev8KNbI5TAIU1Vixw/jV2rUf/Zq6HW1yQZNGHpIMO9ow52d31aG4qMCx2YNQbm4GAAbz+nm6RESdx8nsm8YoarE7zmO32zR+NmroYDiJsR0ETFQEnGk7awxdAXCOadcJWiZy2Wt6OH9WCOXNlRyFrEoyQfuInbiyE1VsP8bPpr41a9EGR/3+M6TLooCDz1s8MUvRvn612+SEd4AOwp4giXPrLboALoaI5A+ZWuagjm2pUGgYoQf4zWdbddwJXK5/KVFw/dHcjHSu/Oohkprrk7tWpnUUJbkQAar0KJyqUB6Vw41qmGkoxTPzqHoKtm9bSAE5QuLSC8gdzC0gqhcLiCEIL0nj6optOYbVK9szBq35muUTo2T/EobQ79xF4NfObn8XWQg8eoW9dFFZn98gcKrV9cEAI2rBUa//jJ7f/9BOh/eQ/u9wziVFkII9FwMRVOpXZzn6l++usZ/C0LvlZ4nDhLvz6HGdLREhNSeMDWbOdLDoX/9cTzTxTdd7MU6M8+MYC+umkDfh4Bb4PoU3xin6/F9tN07RO7OgZXfT4Jvu5izNRZfucLs0yPYxY+Gg7srLaa9y+wzTqLeMMQDfGz50diBe77F5bFnGRU/Wv+iZM0zJQkwZZMoCXQi4fOBS0wkiZPCwSIlsmREnvP+mzSpoaCyTzlGn9jNVXmOgICCnCEg4IA4yXwwSVTE6RaDRGWcPrGbilxkQl5CAh2ij93KYRb96wGNoCjnmJOTCAQHlDtpE93rAp5AerTccBz7/haWMxdGSTx0D1o2jRKPkX7iEaTjYl++RtBohn5E6STGUD+Jh+8hdmhvWFJz3R2pE39QkLZN7ccvovV0EBnsQ0QjpD75MPpgH+bb7+HOLS7bWghdX1KSTqP3dhHZM4yaTVP4s/+M84sIeIRAzWVQ06mw5KGHStbC0NHy2TUu2cZQH4n7ToYCfK5L4LpI10M6Dl6hvGnGxi9XqT37M3Idv4KWy6DEoqQ/+TCR3YO03jkbyg40TaTvI3QNJRFHzWYw+ruJ7B2m/vyrNF9+Y9153dkFnKlZIvt2IYQgfvcxvIUCrdMj+OVqqDmTiKF3dRC76xjJh+5G6BpBrb6hHtWHC0E+PkjdmscNLBJGHlXRqVsLRPUM2VgvilCp24vUrDkECplYLwkjh+nWqJjT2zPj/a8EQkBvj8rf/FWLUmlJ7NeD3/rtW+Px7ZC0nGAwfYKqPUvZnkETBu2xIaQMWDQ3r137S2QoLaZve7AJVnw4rmc8kgMZuu7pZ/6NKXof2YXbcun/2G6qV0r0PDiEXbXouKsPr+lQW7KRaLuzm2RfiurVMkIR5I93E22L49Ts8D1lk/bjPSy+PU3PQ0M0Zmr45toBpRgq+ZODpPZ34pkOftlb0igIW3kUQw07l+4dJn2gC4CFF1YIn9KXlN6a4Nxig85H9pC7c4BoR5IgkFTOzFB+d5LFl6/Sml5f7tMSBvm7hkjuXtvlYC1liFL7V/x87MUGhVevLQc80g9wik38mL5pBkYGEqfcQo3pBKs74QTE+3N0PLALENjFFl5zJXslVBU1ppMYypPc1UYkl+DKX776vvhHCirtai8JJRN+pmwRFXGm3FG6tEFK/ixNWSOt5EmKHPP+OCklR7vahyo0qkGRBW+cgIAAf51WSkbpoEfbhSWbLPqgotGh9hNTUkjCbKUqdKbdUdxtuCjfDkjpb88oHEmDGm2iiyQZXGws2SRJmqhI0pINkqTxpEuDsKbu41GTZbrEALqIEEgfRzpIAlwcXBx0Qq8rnQhJkUEXBgkZKqfrRFBR0Qg5Ex4uVVlEEnZgOVjEuXU9HOfqJOY7Z0k+ch9CUzEGesn95pfwFgpI0wZVQYlH0drbUFIJgkaLxvOvoOYzJO4/GRLbf8Fwp2apfPMpsr/8mbBzSNOIHd5HdN8u/Hoj5I9JQFNRIpFQoXkpmPAbzV/Y4isiBqmPP0TsxGGEpoUilEsdcEJT12RDYieOELvjQNg44IW8RTyPwHaoPvks5pmRjT9ESqzzo1S/9yMyn/8kaj6L0HWiB/YQ2TMcigRaFjKQS2aba+/PZibFfqlC85W30Ls7UNMp1FSCzJc+Rfy+O0MDVynDMlo+NGZFSlrvnMO5NkHm85/8hZLeBYL+zFGu+i1c2yIb6yeiJXC8FoO5k5huFS+w0dXwGvOJQdoTu6hbi7QndhHT08xUz66b2z5KUDQFRRPLStsyCNWVt1vdWQ0pYXrK59e+EuO11xw0VfDoYxGuXLk17ugO29J1/MBhtnEBTzoIBEIoxLaylpDhggqQ6M+g6Oq2yh9CFcR7wvPaVWupJ1hiV0zKIwu0Heki3pUkNZzDbbq4TSdsAvADqldKlC8sAlB8bw7VUMjsyWMVmkQyURqTVczFJn2P78Kp2zQmK5TOL5LZ04Ya0dYFPG33DLP/Xz2Kb7lc/tMXKZ+ZRrr+SueyIoh2phj6jbvpfHQv3Z84sCbgASCQNMeKjM9UmPruGcSSJkrg+SH52d34nlhzNc79n89s+vCvudV+sCbgMGcqvPPHT4JgjZnpavimw5n/9YcIVVnz3mhnin1/+Ajpg13M/eg8M8+MhOeQ4aMmhECN6XQ+spfh37qHro/tZ/qpczQaize9zs0gEGSUDhxpkVAyS1VMhazaQUrJUw9KIMEQMZJKlnIwR4+2m6I/RzOoogix5URQD0oYfpQOtX/pzAp5tYdaUCSndlHzC2gYpJQ8peB9kis/AFiyiSZ00iJPS9ZxcMiINjQ0KiySJLsBX2ZVhwYsByty6b8bj6rIIg25EnhLGWDSJEU2DApZGadyzTt3Duk41H/0IkokQuzOI+EilU2jZdfOJzII8BZLNH72Ko2XThE7sp/YnXd8JLq1CALsS1co/ZcnwwDijv0oqRRC19A2826SEr/Zwrk2SdD8xWQbhaKg5jLoXR03P1YIWMoArYb0PJT41pk26bo0X3uboNEk9fGHMYb7Q9sJTV36ndevHVJKgmZrcy6UlLTePI2aTpL82IOo2TRKLEpk18D68zRatN4+Q/3ZFxC6TuKBuzA+CuPmRgiBomhIGVAxp7HccEPbmdyPHzj40iWQPm2JXSzUL2+uXK6CYQhM88MNiIQqSHYlyAxnyAymiXfGMeKhNLLb8mgutqiN16iMV2nMNdZ4a90M3/iGyVe+EuOf/V6CIJCcOe3x/e/d2nOzQw6PjUTSnThA0ytjKDHy0QHqziLZSC+W38Dy1reZVUeLdD+6m0R/huyBDgpvby1ZDZDe00ZyKAcS6leLyyJWqcEsw790AM9yqV4pUjg9ixACp+5glUwCL8BfFTwkelJEsjH0ZMhcr09U6DzZR+AFNCaruA0nLJlJGSoO3/A7CEXQ88RBol1pRr/+MvMvXF7ncwXglFssvHCZzkf3Eu1MITRlw+MCx98R30X6Erd6w+BWBIqmErhb83WkvxJsbn4QG5Kks0d6yd81SP3yAmN//1bo7n4jyjD77Ai9v3QH8f4sWvL961z4eDRlNcw8SQshFHSxMdnQlz6mbNCmdiPxKfvzWwY8AT6uDLWXVj7PpRFUiIgYTVkjhkQTt1n48TbBxSYgIEGKgpzFw6FP7MInvA8I6BS9pMjSoIaKQlrksDFxpbNlbOLg0JBVQLIoZ5YcmkXY3cHq8Xp7J1KvUKL8je9jXRglduwQen83SjIRKkibFl6xgjc2jvXeeVqjE+D5WBeuUP677yJ0HW9mFs0QeM7KdQWNJvVnfkbz1ZA47s6u50g5kzMU/+abAMuckOu4Lnff+OkrmKdHwA9wJtbPWaouUDWB70nciWnKf/9dWnuGiB7Yg7FrIPQyS4SLq3Rc/HoDr1DCnZ7DGZ/GGZvEr27dluvOL1L51lOhhoyU2FcmdnR/BaGlzo3PReA4NH7+OtaF92ELFIRikTeF52O+O4IzNkVk/24i+3Zh9Peg5rLLROLAdQnqTfximWBhHuvKJNbFaysZsBvSoNJ2qP/kJZzxaeL3HCeyawAllQhFLF0Xv1LDmZzFfO9CyO+xbISuUXnyGdRsGr9SC8UjN4AzNkXlH74HmoZ0vbCzTFFuajDrzi1S/scfhF2Uvr/pvVn9TULNHIHjtZgqv0Nnch972h5koTHKQv0yhhbHdn0MNYHtNalas/irSlq6HuqJen6oGtHfp3L4kM5zz1s4ThgAaVqYZXG9FcUPJKw2d1/G0toC4UZjozXsRkQyEfZ+bje7PjFMfm8OLb6xFpDbcimPlhl/cZLRH16hVdhe0DI/H/Dv/32TWEygaWA7EucWE/A7CngECoYaoy02SFb2oggFVWiokW4ykS4K5hhzNwY8EkqnZ/BaDkY2xu5fP45VaNKYrGw8dwqId6fZ/ZXjRNsS+La33JIe+JL6eIXpF6/htVy8psvEj0bREwbSD/Adn6nnruDbKxN0bbyCWWiF5Z2qhQRacw2EInCWsh5CU/FNl/GnL+E21jLcFUNDz8TCSLVibiqaKFSFaGeo4uw17G0NlFtFcl83PV8+yfhf/hxn4QNwT1YEWjqKYoT3ZSuF6Eh7EtVQw1bHTcQhd4bruYcASbC05Ib/znLOR0UIBR+PKfcSGaWdDq2ftNLOmHsWfwf6DPK6bQHB0qIgN+4q+gjAxSHAxxBpmlRZEi8CEfJ5ynKRsiywVzlKgxo6BoaIMhacJ9iEWLpybptJOcqQ2M9B5U5sLDR0HGkzKTc3Wb0dCBotmq+/jXnmfLj7V0MDRfwA6XrsPx4hd1jhlQtLHXuNJq3X3wGge3eMB/9omGf+fJJWLfzdpWVjnjm/5Wf6pQraxXcx6x6OuXJvFAWOPpZH1QRv/2h9x+l1qJrgjsfy3PO5Tsbeq/GTv5xGWjbWuUvYl6+FgpiGvpzJJZBI30c6bmgC621vjAbVekjkvgUIFLpje7H9FiXnhi4Zz8e+cAX7wgcvGnodfqVG6413Mc+cR4lGQg2mG++P6/L53+/g0liJC40mRmcP0nVxy+sFXaXrIgt1lBmT1qVTtCauID03PJfnEVg20rJXuJauh/XehXXnuRGqEsF869yKyno8QbR3AGt2CrbwnQuq9eVxuRUC6WOosbDLWc/jSwchFEy3xnj5LfLxQbpSB1ioX6bllLDcOjPVs8vB33UOTyYj+J2vJVAEnB1xefNth1/6bJR774mQSgl+8JTFJz8WYWhQw3ElP3nO4uGHIqRSCoYueOpZkwsX147D7F276P7SXSCgdmaSmX94bcvvkuxNcvJfnmDosQGMpQ2vDCSe7S2XsBRNQTVU9LhO57FOcntzdBxu580/fZvqRO2me6gvfznKK684BAH8i3+ZIJMR/OM/mLzxxs41r3aW4fFNrlTWd9U4fmvTFBtA9UqB+VfH6fv4PrruH0KN6kw+fYHi6RmsxUYo1qcIom1x8nf0MPCZA3TcO4BQBQunpqhcDMsk5kKDxXd8zFVu6F7TWePldGPAcuPrAFbxhqzHUoDkbODr4TsedimsC7fdN0zpnUmsubVBhhrTab9/F72fPQKBpPjWznZhO4US1Yl0ppcj8duOQOJUWgSWR7wvS/7kIKW3xteIKgpFkNzTwfBv3YORT1A5M41d/ODIl550SShpzKBOTu0MldPR0IROJSjgeS5D+mEU1B0FPB8VxJUMHfoAgfRZcMex5frMnIfLvJykIgs42HTruygEc7SCKh4uAQHXghHyoos4SVrUKQeLtKijojErx3AIg/6Z4BouDk1ZZ5ZxokqCnN5DS1q03DIqOhYtarKEj4cpG0wHV/FW3dtSME9DlNdd5y0hCMsY3NiVAxTHY5iVjacqzVDIdBooO3wUhAKP/HoPZ35aZGJkZdxKCYUp86Zqtb4nOf2TIpGoQveetW3R0nFvu1nmrUHS9Cp4wUenTRkZBqS+tfkmKpXqIBJX0LNtRDq6sWYmQFGIdveh5zsQioI5cQ0pAzIn70e6LvbEBN5CgdjAbrRUGnt+BrtcJb5rPygKihHBnp/GaO8KjV8DiTU3DVIS6x9C+j6tscuo0Ti5+x/Dnpumde0yTqlAtHdwJRUiG654ogAAIABJREFUFGKDuzBybdiL8ziLc8QGd6PG4gSeS3P0wpZaWxJJ1ZqhP3sCy62RiOSotKaIqAm60wfR1AiaEqFmzSGRzNUuMJC7k33GowQEFJtjFJvXls9n25J6Q3JtzKNWk7z4ko0Qgn/8pkl/v8rgoMZ/+tsmH/9YlKNHDTraFX7wtMVAv8qhgzpXrnisbm6L9ufJ3LULoQi8xhZK9IAW0zj6tcPs+cxuFFXgtlzmTy9QOF+kudDCs8IKhBbTiHfEaD/QRteJToykwdDjg3i2z2t/cgq7uvlYEALuudfguedsnvhUFN+Hn/zE5hOfjH7wAY+hxtiduRchlJBULHRUoXGt9hYF89qm73PrNlf+7l3i3WlyhztpP9lHZn87dqmF13TxbQ/FUNHjBpFcDD0d1oVro0VG//YdnKWSi7nYxFz8kDuBAsnssyOk93fSft8w8d4M9SsF3GoLFAUjGyPelyXWk0ExVOZfuMz8Ty9+SBf3wdVpq2dnKJy6Rvt9uzj0P36C2qUFzNkqBAFq3CDWnSHWlyGST9AcLzH+D29hl3beJngjHGnhSxcXG0+6KPgEqMwH4/Rqe0kZeVzp4EgTRSh0qv0klAwSybw3jodLTumiUxskKuIM6YcpBfMUvWk6tQGyahcRYhww7qHgTWFLEx9/6XM9XOHg8eEuECo6fcY+nMCk7he3DNhKcqXNPq/1MOeOUZIrmkI+HotyffnFx2NOrgTiczLUVPJwMGUDDYNWUKNTH+ay8/ZSSWsFJk1MufbZq7AIEh7+SjexlEauO0IQSF77zjwzl5scfjhP+0CUWFIl3xPl+f88zcK4ybGPtbH37tA25szPilx6vUquJ8LDv9ZNqs2gVnR49cl5SjM2Jz7RxolPtXP5VIWxMyGvId2u88hXe8l06rSqXmhppQgGjyQ5+el2okmNiXN13n6mwLGPt5HrjpBq09EMhTM/LTL6ZpXHf6uXk59uZ+BQgnrJ5af/aZr5ayb3faGTww/nePcnRaYuht+3Z2+cez7fSTKrU5m3eeXJOSpzt2eMpLQ2OqO7cAKLlN7Ooj1G06vQG9vPeOM0rrQZTpyg6sxT8wr0xQ+R0v5/9t47TLPzLPP8vSd9OVXOoXPOklqtLFmSLdkWxvYYMAabMQtLWgZ2h4FrZtkFdmcuDzvAAgMYDLZZY2xjGUfZyrHVanWrc66unOurqi+ffM7+caqrq7pCV7W6ZcH4/qOvri+8J3znvO99nud+7qcK17cZ1S+Ts0dJKDU0RjagShoVt8Bg+Syub9MS3UpVqInBylkqbqDLSqg1NEU2IAsN3S0wVDmHdY1tgKwKttyZYvs9aRRN0HOyzBvfy6KGJN7z8QbG+gzW7Ykz2m3w4lfHaOiIcOCJGiIJhf6zwWdbN8Zo3hDlla+PYxseH/q1Vl79xjj7H6/BMj3q2sJYusur35hgtMdg+71pdtyXpjhpU90UpLlco4IcjqCmq3CKBSLta3GKBXzXJdLaQanrHHZuClevYOemCNU2EKqpp9J/mWjHepxigWj7Gip93Zijg8jROFqmGqFpeIZBpKmVSn83TjFPpLUTt1zCGB3EM3TM8RHsYn62n1545rNKOkW4sZVy1zli6wNftuiaDRRPvUV07UbsyQnM8eX0fz4j+bPk9OCedTwTz3NwPJPRwnkUOSgu0O0gvVw0J7icPUhIieL73qy2B0Cv+LzxpkVnu8L73xfhT/+ihOtCIi5oqJcwDR/PC9JcqZTE4KCDqio0NMjUVMtM57wFnoNXOrCvBLVbami/vw0hweSlKY799QnGT05g5IwFHQeELAinQtRsrWHXp3ZQu7WG1rua6X2+nr4Xlw8QWDasW6+wb5/KF79QoVzxufPOG5NPrIrwGG6J09mrJbSqFKYpvvn6KQAf8hcnOPNnr7LhZ/dRs6cFLRFGi4cX5JaFEHi2y9TpUS598QhTJ67fhuJWY+qtAc7/0fM0PbaVxPo66u5ZG3jh+EF3WSunkz83ytSbfYy+eBG7YJDc3oJnOoRbqrCmSlgTRRJbmtEHpyidC45JSYRJbG1Bq47jFHQKZwaxp8potQkirdUISSBHNUoXRoitqwchyB25Siy1mgTxzU1IqkL50ijl3gmYudCCsZvRqhM4RZ3CmSHsmQiMVh0ntraO0qVR4hsa0WriWJMl8sf68Wa6vZvZMpf+8lUqAzmq9raR3tpIzR0dIAJLc7toYowVmHi1m9Fnzwfd2G8QkaZ2lEQap5hjeKKfUGMTbiQWCGaH+1ETKaxckUvKGZRoHKdcJNzQgip1MDQ6hJBGCdc1gZREyzcyPTGCkVbRMhZWfhp9dADwGXS6GHKuahZ8fCa9UcAPBNGwlKXILUNESlCrtJFRGsg544R9nYI7iYRMRqknIiWoeAVyzjgeLlEpQVppwPZM5FmtkSAl15CQqzC9ClPOCC4ucSmDAKJyEkVoTNgDuL5NWqknIsWxfZMpZxTbN3B8i7KXn7WeWA3S9SFqWsL883/rYdOBNHd9tIFv/lEv6TqNzQfSfOuP+6jkbcp5h/ZtCdbsTvLSPwwTSSg8+IlmRi/rbNyfRtEkvvX/9hKKypSmbTzX59izWbSIRG3bVaHpnkdrUTTBd/+8nwMfqkcLS8QzKnc8Uc+Zl6cY69V5/JfayI1aJGtV1uxO8vXPdFPbGub2D9TRc6LAK18bpXFdjFe+OkLfqSKuG9juH/7OOOGYTLL6qo6rOGlz+Ftj6CWXBz7exOY7M7z+jbHFTsWqoUga1aFWuopvMmZ04+MRkmJE5RRCSOBDRE5QlnIklGqSai2XCq8jhIznu0go1IY7MLwSveVLKCIUCFxxGdLPoUohVOmqsNh0KwxWzuL6Lp2x3aTVesbN3nn75Lk+I906I5crRBIKH/ifW7h4pIBedlm3J8HEkMm3/vsQkgSSJLj/Y3VcPl7i0rEiD3+ige33pHFtn6oGbbbYq64tjBaWaF4fJTdh8b3PDrH30Spue281b3x3kgMfrOH5L49hGR4b9iURksAzDVz96kOUb5lYkxMISSJUW49vW7jlIk6piFsuEaprxDV1rMkJoh3rkUIhPNvGnBjBLRWRwlGccglhKHhmBSWeItqxDknVUBKpoK2KoeMaOnZuGm9m2065iD+TgpRDEXzHwsqOEV2zESkcxi0XMSfHCTW2INTrL8Sub1MyFxZ3VOxpWBC08DGdIqZTXPD5cFiwfZuKLMHrbwRRkuERl/4Bl9v2aTz1A4PXDprs2a0xMeFy8rTN1i0qWzerZCc9jr5lLcjQyZGVE4mGPfWEUiEc3eHYZ4/T9+LAkp/1XR99ymDglUGcisN9v3c3kaoITbc3Lkt4fB8OvmbyiU9EOXrU5uJFh61bVbq734EqLSC4CWfg+g6WWyGirKxHyfTZMU784UvU7Gmm7vY2UutqUOIaQhL4no9rOBS6J5l4c4CJNweojC78kX8Y8B2PqbcGKFyaIFyXQE2EkFQ5qAKwXZyShTVVDiJRvo9QZaru2kC4MY1d0Il21FDuGkPSFKrv3kD3nz2D73i0fvxO1EwMK1tEq02Qvn0NA198lUhrNR2/8ACFUwPE1tZhTZZxChVia+rxHQ9Xt1ASEeof24lT0FFSUeoe3kr/F16lcHIANROl5SfvRKuOB2PXJMjcvpb+L7yCNVEk1Jim+Sf3Uzg5gBIP47seoboUxXPDs4QHggqxni++wfAPzqKlo8jhQIzmuR5uxcbOVzCz5flGiTd2hvEdm8SmnTjlIsmN2yn1XCTS2IprVAjV1OPjo8STCElGzVQjh6O4RoX4us045SKRlk7KfZeIr92Eb1vE129BHxsivm4zVmFqplv5YpLmtx8lk2VIpiUURVAseBirqJBwfRvDK+H4FoZXwvBK+PjUKi2klTqK7jS1SiuqCJNzxmgPbUP3iiiSQkQKSsLTci31ajt5N0tKqSUiJRiyLlGjNhOXMkw6Q/i+S6BPCkTgtm+RlGsISzH6zDNv8wz49JwokBu3uPxWga13V5GoUhGSoP9MidHuCu5MVUbj2ihrdycJx4IcVDSlkKzVGLpQZuMdae7+aCNnXp5ieiSYwH0PvGseQ+s7I5x/PUd+3OL8oRwtm+JEkwobb08RTyuYFZeqxhCZxiBS0H2sQHZAx6q43PGEIBxXqBSc4P51/dl9g0CX6nk+knT1IS6SlNl8V4ZUjUbr5jiFqZubrtLdInl7dFaMGpIWdw6uuAUcz6IjvpsJo4+cPYqPS8GeoDGyHoFgwuid1WsFDVznnztVClEX7kAVYeJqNTl7YX83SRJUNWhs2Jcknlaobw+jagK9DEbF5dzreQrZ4Bxk6lUS1SqnX8tRnHLoPlmiaV2UkcvXCFJnTqdZcTn/RoHJEYuhizq7H6oiXaviuTB4sUIl7zA+EKRSIi0dhFs7Ar+fUhHPMoOGvL6EZ1mBrtOyZsmIOTFGqK6R9L4DuOUSTj4XNAi+0o/PdfBsC+G6gUjaMmfTXa5exjUCgmNNTZDYuoty13ns3CTxDVvRqmuJFjdgDPURbmols/9+PNvEnpxAzVQHRS9X9u8dQqHo86Uvz4+q5/M+//CVq6+dOGVz4lTwW8Wiguykx8uvmPQPLD5nyxFtxYWXsfoYkioxcSbLxJnlW/XMxdSlKbJnJ2m7r5V4w/XbxDz3rMmJ4zbT0x62DZcvO/T13dh5Xl1KS4rQmtw1G9ERQhCS4wyXVjhh+mCMlxh65iKjL3cjhxSUuIYSVnEtF7tk4hpOUKZ9A929bzWcokGpuHxecy7MsTxD//Qma3/tYeypMmNPnWTdb76PcEOKUH2KcHMVPX/1POZoHq0qxtrffB+Z29ZgjOXxTIfx758ivbeD1O52+j/3Eo0/vpfYmloKZ4bwXY/cW71MvnIBOazR/nP3UvuerRRODpDa3UGkrZrev3oBYySHmo6y7jffR9X+dYx+JxDVydEQbsVi6GuHZwXWc8nOFXi2iz6YQx9cWUuQ1UIKhYk0d+IaFbRkBiFJOHoZY2wQJZ5ASDL6yADh2kZ838cYGyLS1IaVy2IXCyQ3bsfVy1hTExijg4TrmlETKbSqOhxDx6nceq+THftC/E+/kaaqRuI7Xyvz5b8prFSTiuUbTLuj1Hgt5NwxCm4wcdRp7RheeWbBElQpjTi+hSI0RqzLuLhklEYEglq1DSEUQOD5LlVqE+NOPwKJspdnzO7Dn/ElEkiU3RwhKYrj2yTkqptyDq5UNl3RUV+RPFi6hzcnvO0DXUcLvPTlYRzTw/N8ynkHz/X51h/3sulAmoc+2cyLXxqm58TSDzxzi3euLOqTQybPf3GI/LiFDxgll3t+ogGj7Mx8LtiD2cthJbxUwL0/0cREn85L/zjCgQ/V33RJu+e7S0bWBAJJKAjA8ipcLr1JRm2kKbKBkBxlRL/IpDlAxclTF+5gXeJ2LhUPobuLn7v22A5y1iijVhdCyCy2uqXrVB78qQZe/toY02M2de3h2RPuuz6mPseaIND5z3quXP1d/NmRZVWgajOCWy8gTVe+e+2t6c8Z0xgZwJwICJlnW9jTk/gzjZ2t7Bi+6wSamZmLzS0VyL11CCHL+I6N7zrkTxyeJURWdgx7ciI45CAPGuyzfMXvLZj/SmdPItSgEazvueTfOhT0pXMcfNsmf+IwQlaCv12Hwskj+LZN6fyp2f17N6Ki+3z9SR3LWvrCX01KK+j1LKhkddxVVB57jkdlIiBlQrr+3WTbMDJylQ8Uizf+kLpqp+WyPcmVm8T3PXSni6K1Ou8V3w3aMjgVG3P6h+t6KxSV1Ja9RJs7AHD0MpNvPI+rv32tkJUtYU+XcUom5ngBp6jjOy5CU4hvakSrTdD0Y3vxXQ8hS2iZGKH6JFa2hFPUsXNl7FwFa7KEXdBxy+asa7VrWJQvjuLpNp5uU+oao/rAeoQmk9jUiFaToPGJPQFxlARaVYxQXfLqza1b5I/3496CRqVClkms30G8c+OSn/E9j+LlM+jDvSixOJ5pBKFj3wtEfzN9tHzfw5wYJda+HqeYx5rOImkhYu3riXgu5tQ4nmkgFDXwCHJtrMI0laGemfOk4+plhKyQ3LiTWPv64HXLZPLQszjltx9FfOixKDv3hpAVwSMfgGe+XWZ06O1MfAJVhNEpIwuFkjeN7pWCEnHfw/UdHGwcP9CRaCKMi4ssFExfZ8i82p3c9Mp4czRBGbmeOrWNgjs5UwF3E+z2hWDtniRnXp1mw+0p8hMWpZkoyLVlr0MXynTuTJKq0ZgeM4knVUpTNnXtEfADMtS6OU6yRkMIUMMSakhG0SRCURnbcBm+WKZzV5Khi2U27U8jhKCcs5kaMWhcF6M4aROvVrGW6dnkWh7lvEPj2ijTIyblvI3r+ISiMmpIRpIgFJWwTY9IXKactwnHZFo2x+k6kkdIoIYk1PCcfTNdbsZ65/oOQkjElYCMRmci6GEpjiJp5O0xYkqaqJxEIBFT0ni+w5Q5SFprQBaBmeSVFkAyCrJQcH0XRdKwPB1VCpNQqynYC+duWZFQVEGl6FLbGqKm+RpbiDm/aTnnkB022Xl/hsvHi6zdmeDCkQKlaYfk3Sr1HRGqGzTimaWtHoq54Prs3B7HKLnUtgTbC0wO57qNzyFac6I283bNtpjT7Wh+vzbPu0abNkO8rmls67vOvHE9c/5D7hW372u3ce047zb4PujG8mRBWkVKqzxewbVdlLA805V9ZRCSQI2p+J5Peeyd1eSuslu6w7QxhOXqwQ2pVt1Qzv/dBCErRFvWkN62DwArN8n0sdduCuG5clMGC/HVG00QlLHbuTKlS6Oz7xXPD1PpzQZpJs8PelZd+e6VR9Q5T6fzFpOZ9wQiMBHMV+aNXbowgt43eXWi8PygU+6tgCQTaWwlvf32JT/iOQ52IUep6wyTh18CISh2ncE1KuROHcGzDEpdQeRQS1chhMAYGwLPxRgbxM5PIYTANXQQIvBtsa2Z75rkzxxFUrXgeD0PoalEmtpn98mplJg+9hrcBMIjy2LmdwkK6t9+QMmn4uWpeAXGrF4kAkPFqJxCFjKaFEH2VVQRaOAqXiGo6LACt3MhpNn78trpLaXUYvo6Y3YvDdoaYqwsHb387vqUpm3u+VgjruPz2j+NYuouuXETLSTN24eBsyWOP5Nl1yM1KGqQ8hq6WCbTEGLH/VUIWTDWo3P5rfysLqdlUwxFEzz8qWbe+PY4x5+b5K4PN/DgzzYz0WfQdTRIsbzylRF2P1rLIztaKU5avDI6wvSIGXj0+OBYHiNdFWzTw7F93vzOOPser6V5Q4yX/nEYx/K544N1NK0Levc98IlmDn59lDe/O8HOh6pp3hjnwhs58mMWsZTCnT/eQPOGGIom8cinW3jjm+OM963uAc7xLMrO9LxzZLplxvTL1EfWYrkVpsxBTK+CLKk0RtajSmFMt8yIfgmBIK5UkdGaAJ9xowfdLRCRkzRFNxJT0kTkBIoUYkg/z0jlYiCSdnWyRh+mu3Cey01YnHo5xz0frmO83+D4c1MYZRfX9hm8pAd6pxnYls8r/zTOnR+spX1LlP6zFc4ezON5gWXAvR+pJTtocvZgDrPiMdKjz9oHlPMOo706k0Mmr31zgh33pslnbS4cLpDPvrvJw79WrEbDM3psjI1PrCfTmSZSFcGYWln2I5wJU7WhCsdwGD6yMKV6K7G61hJKjOb4VvoLJ8iEm2mKb8H1TPqLJ8ib7+yO/0tHpXuCcFOG3JEezLGZMncBCEFqV/t1vy+FVaJt1eh9WYQmE2nJzDTxdCj3TBBprSJ3tBdzND9v7AWy/FsBz8PKT2OMDSGFwsihSFAKKqRFy30Dfc2cr5vBouFZJkJRUVNV6CP9WLns7PjXfse/9rumseDJ7Fbh4Is6+w6ESWUkXn1OZ2Ls7T8EjFo9tGgbSUaq8X2fcbuPkjdN2SvQGdqB5RtIQgLfZ8zupS20hfWRfXi+R84dJWsvbu5ZcCdp0taxJrwLWcxY+CNRo7ZQo7SQUKpZE9pJ1hkk72ZZqcap91SRQ/88X7h+6oWFfelcx+f0S1Ocfmn+e+dfz3H+9YVp02f/bvEuy9//7EKBZKXgMHypb95rR5+66t9Szjk89ZdXv9d/tjSvJB3g+3+1cNxCNseFQwv37ZnP3XgH6CsoOpMUnfn6Bw+XUaOLUWOhKeCl4kJbkMU+W3HzdBUPL/jshNnHhNm34PW5sHSPl762eBHCt/584TGP9hh8408WnrcX/3GhsPvpz1+tYOo7W6bvbEC4Tr2c49TLtyZt/m6HkCViGxtJbG5GKBLlS6MUTg0s6r6v1SbRqm+8ncvyOwJq5vqamiuYOJOl/7VBNnxgHevfv5a3/vJ4UIq+DNSYysYf20CyNcnw4WFG37o54v+VYlWERxYqqhRGFgrV4VYGiydQpQgpreGWEB4hS2jpMPjclJLndxOm3rhMfEsT7Z++n0pPkFeW42Gyzy9vmHYFQkDVXeuJdtagJCLENzYy+KWDAEy/cZnEpibaP30fle6rY0++cI7SxVtPTH3XIX/mTUpdpxGygpBlhKwQ69hAzR0PIocXF2UuOpZjU+5d2gDu3YBDL+v0dtkoqmB81GG1kW3Ht+g2jmP5Vwla3s1iGhVUKYTne5heGQebPvM0YRHDJRDd2r6Bi0O3cQJNBNU4pl8JqnSsiwvKy6ecEXSviIQckCYkfDyKziSGV2LQuoDv+zM+QCsjO4WsTSX/L8/76Ef414E//kyajetVfuf/yHHsRHDzyTL8ws/F+ciHogyPuPzvv5+juzcgEImE4H/79SRbNqn83/+1wFvHg7ZEtTUSWzar3L0/xJbNKjXVEq4LE1mPo8csnn7O4NJle54+r6Fe4nd/J8W6NSp//OcFnnraWNSQORyCT38qzoefiPLKQZPf/YP8bIQ+fdsa2j59P6H6FEgCp6DT/9cvkH1+YY+ymge3UP/+3Tf9HAIB4UnHrutBdQV2xeb0l84SrY6w4QPriDfG6Xmml+nuaVzDxfP8mWyGQAkrVK3P0PlQB437Gsj15Dj39QtIqkSsfmmSZRUt7MrNi/atUsPjIEsqzYnt+PhMG8PURDpumSg02pBg66/chWPYHPv9Z/HfiejETYDveeRPBPoY3/WYPtyNPjiF73pMvnoRYyyPNV6g9y+eJ72vg0hLNb7rUjw9iDE8jZqOMvXqRTzDotKbxTVsPNulcCZ4arfGCwx99TCV3izpvR34rkffX79I8dzM+xNFej/7POm9nURaZ8Y+M4Q+FJjEWdki2RfO4RRunX5qsQiLEk/iL+NU+i8VtgUDvTe+4Pv4GP61qYXgNeOalIPjW5T8halIy9exrukCf+3fwageFW+hO/di21opXv7Hd1/fsR/hfxz4Ptxxm8a6tSonTtl4HmTSEgf2h9i1Q2XTBoXP/q0yS3hqqiT236aRSklMTQWvSRL8yi8k+LefjBEOCUpln8kpD1WBPbs0HntvmI99JMpv/cccrx0yZ0nN2LhHPu+xc7vKR34sysFDFtO5hYynqkrmox+KsmWTyue/VJ4nR8jcuZ5wU2bWlVvLxKl5eBvZF88tiMjLsRChumV6V76DaNnfTN3O2qCvoibT8UAbHfe3YZUt9CkDR3cQkkCJKESqIqgRJShocH2EJNj2U1tQIyqSsrSO8MyXz9L11NKNyVeL1fnwOCVGyxeJq9WMls/j+YFhkmHemvJxJaaS2VIfCJvfnW7/i8P1mX79aog5+8LVqM34D07N/t8p6ItGdNyyiTFDTkoXR2ejMnM9eIyRIPxb6VlcMO4UjHnbnQtzNM/ot69vgf4j/Ag/AoRElGqtmWHz5rfYkCJhlKoqQu1tqI0NKMkkQlPxXRe3WMIeHcPs6cXOTuLp+iLNj5YfW4pEAIHvBePNGq8oMkoqRaitFa21BSWTQQqFAqO9SgU7m8XsG8AeGcUtl6/bR2r5HZGQ4zHUhnrC7W0otbXIsShIEp5p4U7nMAcHMfsHcHP5+ULjFeD0WRvfh/VrFVQFTCuI1qxbq3DuvMOmjQob1yscPGTiuFBdJdPcJNPd6zI0EpwP14Uz52yeec7gtdctzl2wyRc8FAW2bFL5lV9MsHG9wid/OsbpsxbTuZmaPx+++V2dD30wyp13hNi4XuHQmwsfSA7codHWqjAw6M565iwJwdWWJO9irHt8DWse6ZwfERIQSoQIJRbvfwggFEH1hpVVh4arb26j11URHh+PSb2fKX1gNlQ+ZQwu27Dx7UDIEnJ41VZBP8KP8C8SigLrN2s0tSlYpk/PJZvhAWd2rclUS2zcphGLSxTzHpfOWUxPXn8hUhSobVSob5BJZSS0kMD3Alv63JTHyKDD5IS7mrUUAEmGhiaFxhaZRCrwISoVPPq6bcaG3be1RibTEi3tClU1MuGIwLF98jmPoX6H7NiNjy0hk1RqKLnTOL6FhEJSqabkTgOCtFKLLBSKzhQVr0hUSlAX6qBabcHHD4wd7WEkZFJKLZoUQXeLFN1Ak5SQq3B8i7iSwfVdpu3hxfuYKQrhzg7i+/YQ2bQBKRoNKiilOQud5+G7Hr5hoF/qovTmEYyu7hUTgvgdt5N64D6EquBM55j82pOYvX1I8TjxPbuI33Ebak0NQpnZ7txaf9fFs2zMvn5Khw5TOXtu1UQEQIpFiWzZTOK2fYTaWmb6Z8nzt+UFFZnOdI7y8ROUjx7DnsiumNydO2/juLB+nYKqCkzLp7FBpq1F4XNfKFFdFWXHNg1FreB6PvX1EjXVMk89bTD3kL7x7Qrf+b6Oafrz0lYnT9tEo4Lf/Z0U+/ZoJBIS07mrkerzFx1ee93k8fdGePx9EQ4fteZdn+EwvOeBMPGY4Ov/bDA8PD/KXTg1QOaOtbP6Gc9yyB/ru+7x+6u9YVeIlaa0SqNlJi8s1OndTBhTNzcLcQNsYn7n3Ws1AjcTkiIHjsY/wo/wLkFtvcy/2w0iAAAgAElEQVQnfjFJKrP4E1jPJZvP//nKGro+/uEYt90V5swJi6e/VebBx6J87JMJWjtVLNPn0lmLz/1pniOvGbS0K3z619PccU+YWCIgPEdfN/jbP81z+cIiC5GAZEpi7/4Q+++NsGajSn2jQio9Q3h8MA2f3LTL8IDDoZcMvvdkicmsd13pjhDQ2KLw+Idj3H53mKY2ZT7huWwzNuLOq+a5gmNvmHzrK6UlCUs8Kbj7wSgPPR6lc70aEJ6wwHECwjPY63DwBZ0ffLPM+Jh7Q76R9Vonqh1iwu4nKidoDW+mWz9OrdaOJkJYnkF1pIVe/SQACtoCN/karZWM2oDuFqlWmxm1uik4WdoiW7A8g4pbwBdBx/kF5y+kkbjrAMl7DqBkMksvMLIckCBNJbZnF+G1nRQPHqLw8qt4+vUF+UJTkWJRJFVFSBJKTQ1OLk/msUeJ7dqBpGmLyxGECKIyqkp0yya0liaUF6vJv/jyss0zr4VSU0P64QeJ7dw+E2labCeDbQlFQWuoR334ISLr1pJ7+jn0i5dWRHpGx1xGx1zWrVHQQgLV9Nm6WUVR4M2jFju3q2zbohIOCTzXZ+0aFUkKIkNzYVks6lHjunD0mIVp+qRSEpo2/5zl8x7f+4HOex4Ic8+BEB1tCt1zUtwb16vs3qmRz3u8+IpJqTx/G1OvXcS3HeJbWhCyoNIzwdSrF697bdvTZQa++CqecfM0Lq0/czehxvSKSM/Zr5yn6zu3tvms/sMnPEtD0uSgnPomdQqXw8qKjImWgpAVlEQaJRqb9WnxbBNnxo48qPt+exCKihJPIkdiwcSChOc6uEYFp1SYrRp629tRNdRECjkcC56S/KAj8Ox27Bvz0xGqhhKNI4cjCFVDSPJMKbyLZxk4lTKuXlpVKP2dhpDl4HeOxBFq4PfhWSZupYRdCvp/3awgZDwpcd8jURpbFr913nxNXzHh2bIzxCNPxGhfp1LMe3zyl1JkaiR8H6IxiZ37QvzbX0tRmPb46M8muP+9UfwZIWCmWuL+R6MYus//839OUSnNP8BIRPATP5fgI59IEE8GZMT3gyop0wxK5yNRQSyh0tSqsHVXiI3bNP7sv0xf10No7UaVX/4PGfbuD6GFBKWiz8iAi235RGKCDVs1dt62kBB6no9e8fnWVxcft7Ze5lO/kuKhx6OkMhJCgGMHkShVFdQ1yNQ1yGzarrFjX4i//MMc3RftVV2aHi7TzigppY4Ju5+EUkPZzYMPSbmaS5UjmF6ZzsguMmojQ+YFpp1RNCnMiBmkqQWCeq2TopOl4haIyWmq1WbKzjQSMnkny7jVA4gFD4RSJEzygftI3n0giOpc6YBt27iFAl65gu84CFlGikSQU0kkTQt0EqkUqQfuQ4pEyD3zPF555ZorEQoRam4k3NlOfO9uhKLgex5eqYRbKAbOxYDQNJRUEil2VbwqJxIk770LZ3KS8slTK6r0VGtryTzxONFNmxBqcK/4vo9XLgfbM83AsFBTkRNx5EQCIUkIWSa0ppPME+/H/+a3MS51XXd7xZLPxUsOWzYpNNZLGIbPrh0aQyMu3b0OF7sc3vtwmPY2ma5un43rFWzb59wiDwqyBFVVElVVErGoQNMEiizo7FBQZuwnpGsubc+Dw0ctTp+12bZV5d67Q/T2B5FZRYHb92m0tykcPWZx5K2F87SnW0y+coHpw5cBgW+tzHjXnioz9fJ53PLN81Krf2wnocb0ij5bmahQWZ0F3w8dN43wVO9uovk9G7ALBv3fPUd58Go5dPsHthLKrD4XF29bGdNcDFpVHelttxFrX4eaqkEOh/F9H7dSwpwco9R9nvzZo7NumauGJBNtaiexYQeRxjbUVBVKJApCCizHCzmM8SFKXWco9ZwPbMyXgxDE2tYT69wIvk+5v4tyz3mQJKLNnSQ37SLS1I6WzCCFAp8ezzKw89PoYwMUzh1HH+pZsdOnmswQbVtHtLkDraoeNZlGjkSRFBXfC8z/nHIJK5elMtRL4cJx7NzK7cPfKajp6pnfeT1aphY5FAF8nBn35VLPefJnjuCaxjwTsxvF9KTL175YpL5RJpGUiCcl2teqtLYrV92GV4k161X+zScTDPXb/H+f1QmHBR/+RILGFpkNWzQ+/esptu4K8fLTFQ6/qtPYovDhn06Qysjs2R9i7QaVU2/N1w2Yhs9gr4OqBemg86cszp4wGeh1KBU9hICmVoW7H4ywcZtGNCbxnsejdJ2z+OJfFpaMwESigp/+hSR33BNGEnDupMVXv1Dk0lkLveKTrpLYsz/MR38mQX2TDD6cPRlse3zU5dRb5qJjJ1ISn/71FI/9eBwtBPmcx8EXdM6esCgVPCLRgEjd854I1bUydz8UQdMEf/Bbk0yMrk4In7PHqNXaCElRUkoto+ZlFEnFx8OaqXAz/QohafE5SyARlmNYfgUhZAyvTNGZnI19V9zCzP+uWaglidie3aTuuwcpHFTU+Z6HPT5B6fARjO4enOlpfNNCqCpyKkmovY34vj2E2lqDasdIhMTdB3BLZfLPv7hibY2Y2bYUjYAs4+o6leMnqZw5iz06hluugO8jxWNozU0kbttHZNOGIMokBEo6TeKuOzF6+nDz+WW3JUWjpB5+iOjWLQhJwvd9fMuicvIU5VNn5uiCfKRIBLW+jui2rcT27ESKRIJeWU2NZN73KBOT0zjZ7LLbK5Z8LnbZ7NmlsrZTYXzCY8smlUtdNmMTLpcuO3zgMcGWTSr9Ay4b1quMjLmMXWMf0dYq88T7I9x5e4j2NoXqjEQkKtBUgaIGZKhYWpx8DQy6vPCKwa4dKo++J8x3ntLJTnqkUxIPPxjGB147ZDI6tsTv5fl4+uoiNU7JuOk2I7fMm+1dgptGeNZ+bBf1Bzrw7EALcP6zh4I3hKD9ia0k16zWwl7cUPGXkGTia7dQc+BhwjUNCPnqIQpASqSDpnHNncQ7N5I99ByetTq/FjkSp3rfvaS23YYSiyMkibmhazkUQa6NEKppIL5mM6Xu80wefn7GJn2JC1RIRJo6qLn9AXzfR47EMCeGSW7eQ9Weu1ET6ZntzH4cSYmjROOE65tJrNnM1NGXmTp2cFnHT0kLkdl7D6lNu1GTaSQtvIBUCkkGRUWOxAhV1xHr2EByw3YmDj5Nqef82xMw3iwIiXjnRmrvepRQbVOwGMw5DjWeQo2niDS2Ee/YSPaN5244CjYXuSmPL3+ugKoKFAUUVfDhn07ws7+cJHyDhCccCaz3P/Mfc1w4YyFJ4Ho+v/IfMkSigv33Rjj4gs6f/ZdpRgZdYglBukrmQz8Vp65RoaVd4dQxa96l5Xnw5kGDv/hMjt7LNr1dNoX8/D5figrPf6/CL/9Wmv33RZBlwQOPRXnyH0oUFqk0Adh1W4jb7gojy4LhAZs/+b+mOfGmORtlGeqHi2ct9LLPL/1WmlhcMJV1+ex/y1MseEteOo98MMqjT8TQNOi77PAX/zXHkYMGxcLVL0Rjglee1fnV307TsU5l311hfuwn4/zNH+dXFeWxfZOym6MpFLhuF5zsTP8qQViKY7glIlKc8kyHcc93kYSEhDLTosOj4uSZskeZtAYRQsL3vcAXCVjqHtdamkned/c8sqNfvMT0t7+HNTI6P12k67iFAtbgEPr5i6QfeWg2MiOpKsm79s+8d2HFx62kU8FDX6HA9HefonLyTCCEngNP13Emspg9fWTe/z7ie3YFYQog3NlBqLWZynKERwji+3YT27F1dr7ydJ3c95+hdPjI4tubmsLo7sEaHibz2HuR4zEQglBbK8m772TqW99dds4xDJ+uyw4CwZpOlfGsRzot8f1nbPJ5j0tdNobhs2WzypG3LBrqJU6esueRl21bVH7/P6XYu1tjciooQz9/0SY76VEue9TXy/z7f7d0dZTvw3ee0vnYj8e4684QmzepvPKaycYNKnt3a0xNeTz19M1NzzhF46breNzKjREeWZNRIgqyKgVZmRVOha7lYUy/M35pcBMJj2vO3Kw+C8JxkiyQFPlmbWpZxNrXU//AB9HS1Vf3Ta9gTo3hmQaSGkLN1KDEEsQ7NyGHo1iriFzIsQT19z5OcvMepJmJwHcdrNwUdikHrocciaJV1yFrIZRIjNTm3WipDCPPPok5fv3u70IIQlW1VO27l8zOA8ihML7nYuUmsQvTeLaFHIkSytQhR6IISUJNZqje/x6cSon82WPLpuu0ZBWhmoaAIPg+vutgF/PYxTyeZSBkGTWRRktXI2QFSVGJNLZR/8ATOOUixujSXXHfKUSbO6h/4AlC1XWzr7mGHrSaMCoIVUNLVaPEk8Ta1yNHopgTN6d82nWY03DSp1x6eykzz4ULZywunLGu6EU5/IqB/qs+iZSE5/m89HRlNtVULvqcO2nx+EcgFBLUNQTVKddqSidGXb76haUrKB0bus7bfPULRTbvCFFVI1NVI9PaqXDm2MKJT5Jh4zaN6hoZIeDN1wwunbMWkA3bghefrvCRn4mzZoPGuk0arZ0KpxcZE6C6VuaDH4sTiQrKJZ9/+JsCL3x/oe9Wpezz2vM6Le0Kv/i/polEBQ8+FuW7/1RmeGDl0Tsfj7wzwebYnfTqp4OIzowYuT28Ddd3kIXCpB3cq7pXRCCxNrqbgjPBmNXLiNVNU2g9aaUWgDGzh4q3TO8vVSWx/3bUmpqr52l8gunvPIU1uLhJZLCzPk42y/RTP0BJpwhvWB+ktzIZEgf2Yw4Mriq15VsW+edfonTk2LJ6HDefJ//CS4TXdMzus1BVQu3tVM4u/dCjVFcRv+02xBVSZ9sUX3+D4utv4FtLL6a+aVJ68yhqbS3J++4O0luSRHTbVkpvHsUaWn7e7OlzKJU9OtoVcnkP1/U5f9HBsqCr2yFf8FjTobB9q0okLLhw0aZUDo4hGhV87CNR7r07xKkzNv/ut3KcODVfeLxnl4Zt+yjK0it5b6/Lcy8a/PynYjzxeIRXXjN53yNhEnGJ51/S6e65uV5Vbsm46VIDt7K6h0ItqdF8WyO122pJNMfR4hqyJrPSjjWT56d4/TMLzTRvFW4a4bn4+TfJnRvDqdiMHVrcyfPi3x8lf2F8xU37Uhvr2PCJvSveBzWZpmrfvajJTBBGdR1Kl88yffx1rFx2NjcuxxIk128jveMOwnXNhKrrVzS+UFQyO+8kuWk30kwO3BgbYPrYQfTRAVzTAN9DUjTUVBXp7bcTX7cVWQsRaeqg9sCjjD73DZzi9R1Fw3XNhGqbkFQVY2KY6eOvUxnsCTr6em6woKdryOw+QLxzE5KiIoejpHfcSWWgG7swvei4nmVSvHSKaHMHnmNT7rtEZbAbu5DDM/UgvSck5HCEaHMnVXvvQauuD0hYpob0tn2MTQz/UP10lFiSqn33oWWCidhzHMq9F5g+dhBzehzftoPfORIjvm4rVTvvJFTTgDqHBL+bYNs+Az3ztSjlksdk1iWRkpiedBkedOa9X8x7GLpHKCQTT0rIssC2b2zyO3fCopDzqKqRUVVBeglBtqYJqmvl2dTd8ICDZS6+TUP3GB91WbMBYglBc9vShOf2e8K0tKkIIejtsnjt+aWfhH0fXnte52OfShKNKdTVy+zYG1oV4QEo2BOcLb0a6HeYcTc2L1N0JpGEjO6VML2ASBhemcuVt9CkKPaMt9G0PYLpldFEGA+XilfE9W269WOL+hmpDfVE1q292svOsigdOYo1vDIS7k7nKBw8hNbchByPI4QgvHYNodaWVUV5rOERSkeOrkh87ExOYfT0zSNpamN9IGJZjPAIQWTjBtT6OoQQgTHmRJbS4aPLkp0r8C2LyunTxHZuR6nKgBDI6RSRDeuD87TM4t7X7zCd86irldi5XaVU8unqDp4Ahkdchkdc6utl9u3VcF243ONgzqzt0Yhgwzo1eNA4anH85HwSL0RQmq6pYtkMkmH6PPWMzod/LML+2zV271S5fa+G7fg885yxZDrsRuEUjZvuTefq1vwWRssgUhNh7y/upv2+VkLJ0A3pbT3rnc0W3DTCU+yZotSfA3z8RaozfM8ne2SA7LFlnmaugV222PDTKyQ8M6msaMua2bxx6fI5Rp/9Bk55vojULkxjZUexi3nq7n4fcmRlzr/R5k4yO+5AUlV830cf7mP02ScxJkYWRFSsXBZjYpiacoHMrgNIqkZ8zSbSo3vJHnru+oejhQLH2/EhRp59En2kf8EkY+cmg2aaj4aId2xACEGkqY1QTeOShAegMtjNyNP/hJXL4urlRcmLU8pjTk1glws0PvJR1HhyVmckh6M3penmDUFIxDrWB8c7EzKv9F1i9NknFxyzXZjGnBzDKeaou+cxlFjih7HH14XrwnTWXfCaPvMEWip6C1JMtu1zRXqmagLxNmw79IpPqRiML0mghRYfTAhQ1auTmuuy7MPLFTmZEGJJfZOqweZtGvFk8P7pY+a8NNZimJ5yGR1yaG5TiMUlOjeoS67BS8HFIeeML3it4C6mFwn6lc01bPTxKLs5rqU2V9Jg8yBJaM3NKHOIg1ssUTl9dlVVT8aFS9jZKeR40FpAikUJr1+LcXnlper62fN4pZVFhHzHwR6ZT8jkeDxoNr7I56VIhPD6dQhtplGo52H29WOPrbx9gDU8ip3NomTSQY88RUFrbUGKhPGWaQY7POwyNu7S1CjTUC8znfO43B2cW8eBs+dsPvRBlV07NIpFj77+q+fd86Cie0gS1NVIxONitiO3LMPO7Sof/4ko0ahYUGE1F74Pp8/YvP6GxZ13aPzcz8Rpa1G4cNHh2AnrpigBrGyR0vmZyOPA5M3X8KwipdVxfxudD7ajxlX0rE6uN49ZtPBsb8WRp1zP8nqwm42bWqW1nLLcNR1c01lV6N81HDxnZROCHI6SWLcdSQ2an7l6mamjLy8gO1fg2Rb5028Sa19PYv3264qjg67qewK3YN/HLRfJvvEcxvgwSx2UWykxeeRlQnXNxNrWBR27N+0if35lAmDP0Jk88jL6UN+S27ALU+RPv0m0dQ2SrCDJCuH65kBrs0Ray7NMKoMrcK/0XCr9XZR7L5Daui9YuMIRtEztD43wSKEQifXbkbTA2Mo1dCaPvrwkwfMdm/y5Y0Rb15LavGeeDurdAt+D8rUTqX91AbcsH/OaLsfenOax10jIFoUQgWZHUURggyIFGjkhIBSek3MXSxun25bP5ERgGS9JgqaWoAx4schSJCJR1xhEM0zdY2pi8fs4mZJo6VRm77+prEs8KRGJLj1RRKISlRkyKMmCTFVQaj9Xn/RuQpAKaplnJudMZLHHV1fi4hkGZk8v4Y62YFwhCHd2IDRtRYTH9zyM7lW41vo+Xnl+ajHoibf4BSJFI4G4euZ933UxenpXlXbxKpXAfND3EUIghECtrUGKRJYlPKYFl7ocbtsTQkjw7e/p5PJX57+Tp20++Ymg+upSl0PfnIhgsejx6kGTh+4Pc9/dYT7zB2lOnLJxHJ/1a1X2365RKHiMjrnE48vPH5NTHj941uDA/hCPPRIhHIZD3zbp7b856azJF8+RPxoY0Nr5yoqquVaDQLS8shBP9cYqlKhCaaTE4T85yvipcaySjeesPMV/q7yElsI7ZnLjVCy8RZqhLQff8QKStAJo6SrC9c2zf1f6uzCzy/eN8myL4qXTJNZuDaj8MghV1xNp6ggEioA+NjjT42n5H8wp5iheOEGksQ1ZC6Gla4h3bGT6+OvX/a45ORYQl+U+5/uYU+M4pQJaKhCGa+nqmZDyssOvCJ5lYowPk9xoz5aty5GVN5i72VATGSINrbN/V4Z6Zkjn0vCv/M7rtyFr4Vu9i6uGDzjLpKM8l0U9ba5AsPT0pCiBZ077OpW1G1TaOlTSNRLxhEQ4EpTdhsKC2obrTwWOA+dPB2aH1bUy+w6E6dygcvqaCjFFgQMPRKhvUvB9n9Fhl67ziy/IobBEOnP13vv4zyf50McTy17yQoJU+urCE4lKqCoYt65TytuCUBW0+vlpc2t8/GoIbKXwfaxrIi5KdRVSNLIiHY9bKgVuy6vY3oLKxrkGhddATiRQUnOEvZ4XGAiuEm6lErD9mYcTOZFAqNfv4n32vI2qBl87eXr+NXn+ko1t+6SSEmPjgW/PFdgOfPM7Om2tCu9/b4TH3xvhsUcigTFnwePQYYu//3KZX/r5OA/ev/z84fvw7As6n/5kjB3bNMYnXJ55zligr7tROAX9lrYEMoamyR/vQwhBpXf53+4KsZm+nGP02Ng7Jj4WmoaSSWOPLd7gdjmsivA0rosy1qvjOQtno2hSIZZRyY2Z2MYc1un7dP3DMYQio4+t4mYjOKGObq+IBYZrm2ajO77rUhnuw12BB44xNohr6ijR5TvQalW1aOmq4Gb3fcp9F1dczl7u78IzKshaCEkLEWlqJ3/2retWh5UHLq+o47dnGrh6GWYIjxSK3NRWHE65EEx8qoaQJKQZr5sfBsK1jUihq1Uuxkh/cOzXgTk+hKdX3pWEZ240Z7nPrBZVNRKPfTjOg++Lsm6TGkRyZiJDPvMfvK/D92dx/LDBsTcMHnhvlJYOhV/97Qzf+FKRMycsKiWfqhqJ2+4OB/4/CYFpwFPfKDO5RIRHUYNS9ytIpiWSqZXtyxX9giQxox+YOSAxJ1zlezN/i/kRTzGXJs4JlzET7fJ9ZvOE/iIl5quAkBXk9PyDciYnb2hIZ3JqNvoBQfRISadwVkAsvGLphtySVwqlKjPPpEYoCskD+3F37VjVOOHOjnnjSOFQ4AZ9Hbz0qsl/+v08QsBzL86fNwcHXf7T7+VJpQQXLjkLCEh20uM//2GB735fZ91ahUhYoOs+3b0Op07bmJbPZ/+2xMuvmYxPLH+zjo17dF122Lld4/xFm7dO3JpSbzVdjZBlrMlg4ZcjMTzLwHdd1HQVSjSBPry4nnYplM5muXDsSYJJafkLdPD1YdrvbyfZmiRaE8HIGTfN72w5qHW1xA/cwdRXn1z1d1dFeB742RZOPJtFkgSlKZuRrjJG2aV+TZQP/C+dxDIqY90VvvfnvRQmZn5kHwafvrFu11ZOZ+C753Dt69vea9X1QTk14FoGdn5qRaFU1zRwirllCY9Q1KCqaXZV8K8bVZi3Db2MlZ9CTWaAIFokR6LLEx7fx8yOrshXx/e9eTqcoHrs5jEe33Xntw+5Rc1iVwKtqm7WasCzzKDCbgUGkq5lYRWmUVOrtUf4l4nGFplf+vcZ7n04Qjgi0Cs+Xedtui/a9HXbTE64lAoeesXH83x+43eraOu8PpEtFnw+/9/zxJMSu28PsXNf4ANULHi4TqAnSmWC6NHkhMu3vlLi6W8uTUj9a8je8cMmYyOri3ycPmZizzjkhpI11G+5D6ucI1bdTG7gLOF0PaF4htEzL1PJ9hOrbaeqczdaLAUI9NwYExcOYlfypFo2kWreRGVqkETjBiRFozzex8SlN3DNG2uuKjQ1cDWeg5U4JS8Gz7KCE3ZlLhISUnRlEVfPsvBvoaXEFW3RFQhFIX7byotOlh5YXtGcMzjk8nd/v/hvVCr7fPXJhZV/c2EYPoePWBw+sjhBef2wxeuHr09eqquCPl6u6/O97+uU36ZYWdJCIElIiopnW0iqhmvqSJo2+0AshcKkdtyGMTKAOTGKkkgRaWrHNSp4polTLqDEkkjhMK6h4+oVlEgUp1JCDkfxPRchK6R37qdw9hh2MYfvLH+sw4dHOPbXx9nybzZxx2/cRtf3upm+PI1dcfAdb0WBCtd0qWSvBibk5PWjeWpd7YL7aaVYXYRnbYyN+zPkxk0UVeLo98Z55R+H2XpvFUbJ4fnPD/Dgp1rZem8Vr399+XSSFq9CVkLouaWrFIxsmfOfO7yifVMTKZhRic9GPFYA33Wuq0cRsjJDVmbGt8xVaVh81wkIWOvaYF+TGSR16eZqEJAYt1xcWf7bn/3nhhC4OKdREymkUARJCyEpCkJWEJJCuL4JSfnhRXXmQoknZ4mtZ1s4lZX9Dr7n4JRW5oD8rwEf+niCB98XRdUCH5yv/F2B7329vCiZCIXErCZmJbh4xuaPfm+a3/7PVezYGyIak4jEJCQpEECPDjucP2nxwvcrHHxRx15m3rQtn0rp6raf/FKRp79duWETdCErxOs6mOw+ilnO0bTrUUZPP48ajpNp344+PYKQFfTpEXL9p1HCMeq33oetF8heeB1Zi5Bq3YqQZCYvH0XRItRvuRfHLJG9tLK5aME+LfIA4ls3GGlx3dlqUwh0PFecjK8H33Fuush1LmbFyv+D4567QrS1KvQPuLw207D07SDc0IIciRFubEUf6kXL1FI4+xbxdVuxp7PY+RxKNEGkoRWBwDV0hCSjVdURbQ8sTPKnjpDatneW4JQunyWxbgvTxw6R2LANKzeJb9tEGluxc5N4vQbOcjcu4BgOPc/2Eq2JsvUnN9O0rxG7YmPkTBxjZW7RE2cnefUPDs7+nX7vI4Q625f9jgiFsEeW5xdLYVWE5/9n773DJLnv885Pxa7O3dOT82zOu8iJJJYEAYE0KTHJCqSso6yH9D0n+R5Lj3U+6/H5zuJjyY99kn3S3elRMBVoURIzSIIgCSIDuwAWm3dnZ3dnZidPd0/nVLnuj5qd2cGknsECoHh+/9lnp7uqflXVVb/39w3v26jYnPj6PFdeydPaF+T+j3cSTihEkgrzY3XGzpTpPVCkY2jzrictkkIJxTGqCwiijGMZyGoQQZJxLB3XMpDUIJIcwLFNHEtHDgQRRBnPdbCN2goy4BOI5WI5d5ObtQTX3fS7giAg3pIKcU1jSy0hnuetiOaIauCWaNE6w7LtplWTtwNJC6F19BAZ2o/W1YccjCAGAj7JkWS/uFcQF/8Vtq14fbshqctFk57rLEnibwrPw91kxfKTgq4eifvfqyErYBoe3/1qlb/5s8qqwuebkGRQA83f31hC5A39ivIAACAASURBVEMfDzO4U2Fmwua//Wl5yc/LsnwCk8s6VCvepny9XvPIpv0IriBAZ4+MLIH1FgIRtlGjPHsVJRAm0jZIaWYEPI9Qaz+CKFLL3EAvphFlFVuv0ijMo8Xaloi01aiQvfYq9YUpQCDWsxct3px0xZpY6yJs1zLnZqX58s63qMXyzhWJeo6DXSq9ZaFSz7Jvi0r6O4G+XolPfixEKCjw5a80GJ946+9wp15DbWlDEETURGrRGqmMnp5GlFXAwyxkMbLzVK5fwsxlCPbtwMjMUh4+Q/KOBwm0deIaOqVzr5K886HlBbwAiBKe69CYncDIZShdeqOp31SwNchdnz/GwPF+lJBPdpWQghxsnlYY5ZXvZDEUpPraKV+Icx2oPd2oPd1NH+NWbInwVAsWMyNV8rMGtukiqwLhhIysikvXp16y6Bza3EbCw0NSAiR6D2LpVcxqnuTgUTzHxnUsCpMXaRk8Ch6IskJh6hKtu+7FqheRtQgL117FrC22gArCCgLheW7TZMHzPNzNanEEYUWEw3McvK0sQd9U/CfIympDljfDbS4kuGUIAoG2blJ3v4/ozoOLXRficmeF5+HZFq5l4TkWnuP4Gj+hyI9Fh9Otytm4Lp7b5ItwrQLMn1B09ckkWnzlab3h8NIzjXXJDkB7p4ymNX9vHzwe5JOfiaKo8Gf/pcI3v7y+GehmqJZdRq9aHH/cF3U7dEeAgLZ9TSHwI6qebeEqNq5t4Ln24vMqIIoyke49JPoOcpNlhVp6qGZuLBEJx2wsv1vwcB1r0wXKhuMxrVWppO2G5IVFo82lfS/aNvw44M1RK6daJfPFv8Ypbq47tvGO8a0ofgyhab4oYVATiEREPvSoxgePa4yO2/zN39Wp19/6O9yqlIgnUuiZGYKdfeiZOeRYEq29B0GW0eensMpFHFMn2Dvklzcsvsf9Yj0Xu1ZGa+8msusgohrALCygdfYSHtyD2tKGmfOlAzzPJbLzAI2ZcZzGxinAoUcGGPrgIEpYwSgZ5K7maeQa2LrTNAkvTb5JMiaTpXH5yoYFyV5DR+loX/fzjbAlwpO5UefhT/dw/VSRtv4gyS6Nn/r8AMnOABMXK4RiMsmuAPVKMxOLQKx7D5X0GIXJi0Q7dxJKdlPPz6CoQYKJTiJtg1SzE8haBEUL47k2ubHTtAwdQw0nl19KnreCgPjtjLdzcvbwnOWHWRClrUU8BGFFVajn2E2uem4/4Ql29tH5wU+gdfT6ekWug10ro89P05ibxCzmcI0Gru2THc91iAzuJXXv+5EC737B74qJ47bf558MKIrAYrAC14NaZf3fmij6wn/rub+vhWP3BAiGBQzdIzPvIEqLmZJt/FxdF86c1Fn4uQgd3RIHjqocvCPAay/qt0lE1lsxrkCslc6Dx8mPn6E4eREP6D7y6Optbv2dvcVxeLaFW6/DLR1MUmR7nY5iOLxy4eG6OE3q6rzdcKorm1IEWcHTDZzyu6TZ9Q4gHhP5zV+PcfCAQiAgEAgIzM07/P4flrm8TmfiVuEaDUqXz2BXShjZeaxyAVGSaUyPgyAsEZzKlXMoiZSv/L+oP+ZaBpWrF7HKBcqmiRyJUR45j1VYoHLlHFIo7NfsFP2i99L515CC4aZqvVJ7WlBCCvWFBqf+8A1mT82jF3Vfh2ebqLx8clNya+Xy1M+c29b+t0R4Xvt2hoc/3cOh463oVZvv/T8TBKO+8uqe+5J8+t/vJRSV+cGfTq7cUPC7KG4VJBQEqMxfx7UtIu2D2HoVvZxFL2ex9BpmrYBezvr/ltKY9TKSohFO9SEHItjmSvZ5a1pKEKUVq6CNICwWg20Ez/V8FeVFiKrK0ozSzDEEYUV3kGsab2u6aj2IaoDUPe9fIjuubVMdHyZ/6gX07CyeZa3ZeRZItjVVGPxOwLXMpZW5v9ptsm5AEJa6+H7SUS65SxEdRRYY2Klw9fLql68owoGjKh/+RJhQuHkCXy75nlhaUOCX/8cY3b0S6Tlnheqy6/oGpqWCw+yUvWHh5oUzBqdP6jz+8TAtrRK/9PkY+azD6Ii14bogGvfb6+emm4/cCaKEIMnYRh0QCMbbCLZ0Uc9NN72PrcKzHayFHGpX59Lf5NbWpY7PpiEIyG0r1cJdw8QpvrPibevBzuXxHGeJkAmShNySxMpsvX34HwrqDY8XTxiUyr4h7/iEzfef1jlzbrXlSjMQJBk5FMGqlVeQ7puWRDdrU11YVUdqV8sr6hRvRmjMvK/3ZBUWsArL3XxmPgv5lVpQNzu+moFeNHBtl/xInulXZ9Hzb70tfTNjWgC3WqUxcm1b+98S4cnP6HzzP42ihWVs08Uylm/IjXMVdt+boJg2uPbayhBmYn8HvR/cTe78HAtnZrBKOo1SBrNWxDZqBCIp9HKW0swVFC0KnovVqJC/cQ4t1uqnqDwX1zaRVI3K/HWM8krhPqdeW2xBlRAUFUlrTj1ZEMVFh+314Tk2dmVZDEtUtab37x9DQo4ut6Xa9be3PXQ9BLsHCfYOLSlRN+YmSD/7xKYiiIIkv6udWbfCadTwPBcBn+w0qwnUzH3eDKoK8RaJUEggGBaX/t29X11SEm5plXj4sSCNmke97ndB3VQyrpTc2219syamxi3mZ2x6B2S0kMDP/HyEG9ctboxaLGZ2CIZE7n2Pxs//SpS9B1VMw/Pb1pvAc0/VeeDhIHsOKhw8FuDgsdUF+I7tUa97ZNM2l86YfOvvqlw6Y6wpLGyZ8Pd/UWHPQZWdexXuekDjf/3dFE99s8apV3QyczaW6asyJ1MSPf0yew6o7D+qkp13+P3/4xbRSQ9cd7Gr0PNwFw/ouX6a26gsULhxjtbd95EcOIJVL1PPTfv1XZ4HnrtI+pdvlOc6eN72FyieZWHOzhI6dGApMqx0diCoCp6xhXSUIBDo7VnxJyuTaUq64p2AU6ngFAqI7X66QZAlAv1bs774h4ZKxeM//9Hti2Cp8RSJg/ewcOrZphtv3i1MPDdJ74M9hDvDBJOar8Nzm99vghZA7e7yOwBveT05pQrGja213MMWCY8oQbw9QDihrJKKn7te45WvrtFxJUDnQ4MMfuIwbff0cfoLT1Mq6Vj1EjenfH+1BbWFlZEhvZRGL/m5RTkQplFMU5oZxl3DDdzMZ/Bc1xfG04IrCMZGEGR1qV18PXi2jZGb94XCFif/QGsHjZnxpo4hBjTU+PLKzMxlmtIIut3Q2ruRF200PMukOnq5KcVnKRReWTvzLsIsZP0JSZIRVQ0lvvG9uwlBUpr+7prbC/DA8SD//LeTSJKfMpIkkCSBYEjgpjTRwA6Ff/17KRwHXMfDWRQNHLlk8h9+O08x//ZHyqoVj+99o8aufSrJlMQd92n83h+3cfWSSSHvEI6I9O9Q6OmT0YICz3yvTrnk8snPbG69oQUFVE1g8obF0B4FVV2sI3Fv0WcVfAXkaEwgGlMZ2KFw+K4A//l38px4bu1U1cglk//7PxT53G/E2XNA5eAxlaHdCuWii657OLZf46OooAVFwhE/ffDsUyufIyGgMv3GdzCrBaxaicmTX8PSqxSnLlKevYrVqJAZfonCjXMgiHiuTaC1E6uUx3UsStNXqGZuYJvL+52/8KO39B73LAtjYgpP1xGCPumWk0kC/f3o1643vR8pHiPQ37+8X89DHx3H3W7H122GU6ujj91AbmvziZ0koe3ehfjyiVWKze8aBAElmsS1TARRQI7EwfOwygXfpxD890o0sdT+bZULeI6NICuosSR2vYocjiHICk69glUtLUXq/I7eFiQ1gOvYWOW83+QCS9tb1RJyMIKkhXBtC7OUA89DibUQGdhLqHuIUOcYtl7Drld8Ffm3a6W01SjjLVi4kuPUH73Bkc8e4b7fuIexH9ygeKOIXbdxHddfXG2yb9twqM2vTezESJjEhx5D7epCDGp+ms1xEQIq1Vdff/sJz44743zknw8Rb1P9gtpbzuVPfv0S86Nr/agFYjtTiJKIXTOpTW8v/GobNfLjp9f9XM/OLaaJFERZQWvvQVTUTTuwlFgSORLb8Dvg+b5S5QJq0ndHjgzspnjuZFNjD3YPLEUiPMdBz8y884RHEJCC4WXzQsfGaCJ8KSgqgVu0b95tGAtzfvGx6usNaW09iAFt01WuEk0gRxPbP7AA4ahI3+DGKTRZEUimVqc7iwUXaR0/qbcDP/punWSLxC/8apRUm0TfoLJq7JWSyxN/V+Wv/rjMwJDCRz61sfhmJCrwC/80xsd/MUIyJTE6YnH+tEEu46xQghZFgUBQoK1D4ujdAXr6ZQZ3KvzSP4tz6axJqbCa9DmObwpaWHD42V+O8r5HQ0RiIuF1pPxd1yM953Dx7KIDpCAQaOkgdcd7qc+O401dw2nUCbR1osl92I0qdq1CINiOUcggBoNY1RJKJI6oBrAaFQRZQevsQwlFCQKV8ctIWpBgh9/FqC/MUZ+f2FbXkTkzgzE1Q3D3Tv9ZjIQJHzuCMTmFZzThUC0IhI8smmrevGalMvromC+B/WMAT9dpXBkhdPgQUjiEIAioPT2EDx+i8tqpt9ytdTsgygpt93zAJzyyjBJNIogi+fMnqIxeRA5FSN11nGB7r7+AlmVKV05THH4DNdFK9yOfpJGeRo0m/FoXxyH9yvdozE0iSDItRx8ktusQrm0jygr12XE/WqPXUWNJuh/5FOWxywQ7feV919BJn3gK1zKJ7z1KZGAfaiJF8sj9vinyxAjF4TdWlBpI4QCuYeHZ27uege4E0f09BDpiiKqCUzdoTOepDs9gFZonpgMP99N1dye4Hp3HOui5txvHcjArJrbu4DqbW0xkL2V5/n97ac3PlNZWAn29FL79JIGdO3CrNYyJSSL33IU505zp7puxpVns3p/uYGakytd+bx7bWHmxF6bXmXAEUBP+qqYyUdiyvUSzMPNpvx2vy18BRQb3Uki8gpHd4MIIItGd+5uazI2FeeozN1DiKRAEtK4Bgj1Dm0Z5JC1EbM/RJTNQq1LwLSne6YffY7Hza7GzFZrqPNHaewj17fixaUs38lmMhXnk/l0AhPt3oSbb0Oen1t9IEIjs2Lep9tFG8Fx45dkGv/Kx7T1ojbpfz3IrvvQnJZ78ut/hND2xctLK5xy+8Fs5giHBb93OrNz2/OsG/+KzGWQZcllnlY9Uo+7xlb+qcP4Ng4c+EGTfYT/aIyzue3TE4uTzDS6fN6mUfHPSz/3sPHgws47z+Ef+cYRPfy6Gogj88Dt1vvhHJWan7DU7wETRV1DeuU/l3/zHFAM7FAZ3Kuw9qPLaS+uT08vnTX7/3xV44u+rHLsnwL5DAVLtIsGQiKF7FHIOUzdsrlwwuTZsMjezOFbPw65XcE0dPTeHXa+ihKKE+3ZTunoWq1pClGXCfXux6xVCvTsoXDiJYzRQE61ImRnQa0QH91EZHybY2Y+W6kCJtSAupsilgLZtHRunVKZ29hxqbw9SKIggSYSPHkYfG6d29vzGJqKCQGBokOj99yKoy2ryjeErmLPNC6C+E2hcvYY+Nk7o4H6/PjIUJP6B41j5PPr1sS299wRVRVCUpmwztgRJJNSxg/RLT2Lk0wiiiGP42jWxPUcJtLSTfum7WLUyoa5B2u//IHp2Fte2Fus9PeaefwJBkmm75/2kjr6H2YWvEO7dRWzXIRbeeJ5Geho5FKHjoQ+ROHA3udMv+OekBNBSHWRPfB/H1BEEEbtewXNd8mdfxtEbxHYdZv7F7+DUq748ya11lYJA72ceItCVIP/SVSoXpjBzlabIjxwP0fbBg7Q+cpBARxwppPoWRK6HXdXRZ4tkvnuW3EsjuI3NU60Dx/sY+uDgcoev6yFKIlqi+eaWWmb9eysoMk6lgjmXRunsBM/FnJnFaG8juH8v+sjWBY23RHi0iMy5p+eZurQ1i4ibF8SuW29baM6u16iODS8V5CrxFhJH7iPz/Hf99rzVoyLYM0B0z+Gm6lM8y6Q0fJrwwO5Fkb4EqXuOk64U1zWuFGSZ+KG7CQ/sWrakmLxOI73B5Py2wcOqVXzRMkVBUFS09m4q1y6se0+UWJKWu97rk7wfE7hGg+roZUI9Q35RZDRO8uj9pAvZdaM8wc4+YnuPvqXWYoBi3qWYv30twHPTDnPTa090tsWSts1aqJRdrlzYeCx6w+PcKYOLZ4wVFkg31Y1vnWP1hsfw+fX3F42LPP4zYYIhgey8w5f/vMz4tfXH57pQq3pcOmswfN5gYIffxdLZs/krp1JyOfOqwblTy+Neirwvjt1dw5DZadRw9MZSpyGhqN+BmEvj2SaCrGDXysR2HMTIpX3hSr22lHIAcPQaRj6NEo0jyCquaaDGUxiFDPX5SbZdpOB51M6eI7h3N+GjvtWCGImQ/PBP+dpA5y+uHemRJLRdO0k+/ihKV+fSu9RayFF+5SSe3kR06B2EW6tTfvFl1O4ulFQLgiAgt7eR+tQnKD37PI3LwzilDQRAJQkl1YLS2YG2YwhEkfzXv3WbRynQmJukMXdjRQZADASJ9O0GQfTrHV3XJ7rBCGqiFSPnK9/XJq9hlfMAVCeukrrrYUQ1QKh3B3a9SmXsst8KXi1Sn5sg1DVIQb0pWulRuXEFI7/aQd4xGriW39Di6o2lFNut0LriJO7didaTJHHXEJVL04z/0Q/Rp/MbnrEUDtDzCw/Q8Y+OISgru4wFSUCJh5BjQYK9SZRUmPS3Ti8aia6P6VdmqGffWqaiPLN+/ZNr+FE4QVFwKhW0nTsQwyEEVUUMbq9jeGtt6eN1OneEGH2jhGWsLMBcy18LAM+jPl8heaADNba+0+5bhWdblK9dILLrIFp7DwgCiYN341kWxQuvYteqfrGrICDICqHeHbTe9wGUaHIpP7sZ6lPjFC+8Tuq+9yNKMtGd+wGP/KkXfBsIx/brGEQRKRgmcfBukkcf8KW7PQ89O0f+9MvvWmhXT09h1ysosaTv3L7nKPWZGzRmbizWRXkIgoioqARaO2m5+31Eduz3CeNNMcLNsLi9sDRTib4ztyihRBNL+kOCAHIojBJvWWyrXNQdWpQY8GxrTd0cz3GojF4muucIwe4BBEEgtu8OXMukcPaE7/vlLt5nSSbYPUjr/Y+gJtuavs/bxT2PxAiERF769lvUHbnN8OuI1v5MQsFhZZHuWujqXdb2KeRdZpp1f/aWG/w8zy9mbhaus3V/TatSILH/bipjl/AcG8fUl5iRZ1tY5QLBXUeoTPiFtNH+vWht3Xh4VG+M4Bi63yBhmeC5iIqKKKuo8Vaceo3a7Pi2OxbdWp3Sj55DTiZRe3sQRBE5laLlYx8ldOggjWvXsebTuI2Gb5CYShHcvRNt9y7kZGLRENjDrTcoP/s85vTMtsbxdsMYHaP0zHMkH38UMRLxHc/b20h97KOY996NOT2Llcng1BvgOosTWBC5JYnc0oKcTCAnEoihII1trOKbgWPUV9jxwKKciRrwBf6iiaX5rTh8GrO42M3krewIvllPKogSoqz40Zhbfh+uZSBI0vJiy/PeUjFy5GAvSjLsExZF8juIaxuTXkEWaXv0EG2PHkJU15/yBUFAjgbp/uS9GOkyuReGYQPT4utPjgFj2z2VTeEUS5hz8wiy5Key7r6T1k//HKKmUTu1fnnLRtgS4cnN6Lz/n/TSNhgiO15f4fD8xpMZqoU1Vnwe5M7M0H18B9HBFpRoACP39hSwGdk5imdP0PbeDyGHIoiBoD9p7zyAPj+F06gjqCqBVAeB1k4kLYSRncVYmCe2745NJ3TPNimeP4maSBHdcwRRlonuOkiwexAjM4tZXMBzHORwBK2j1ycWsuKnskp5Fk4+jbGwvZTI7YA+P0Vt8hqJQ/f4D3VLG92P/SzViZFFwub4Eubt3QS7BpDDERxDp3j+JLG9x1ATm0d61GQrqbvei5JI+ZOFqvkESFERZcUXOgQQJRKH7yW275iv+WOZuKaBaxk4eoPK9Yu+4ucaMAtZ8mdeoiOeXKrBSB57iMjQPhrzUzj1qu9/1tJOoK0LKRjCzGVozE8RP3DX2yKgqAQE7n00jtFwf+wIz3qQBZWuwC7Sxhimt3ENlHRLhOhmwXYzSLaKDO72SaZheFv2ydoqCsOnECUZ1zbxXA/ryuklDS05HEVtaUfPzS6tnis3rlCduu6vqm2TwuUSnm1RGR9GVAMkUp0Y+TSioiKHo36HYxOS+evBmJoi/+0nafnIh1H7e33JikiE0JFDBPfv9Un+TdkFSfKjsYuLB8/zcCpVSs88S/X02R+Lmpi14Nk21ddOIUgi8ePvQ27xIz2CphEYGiQw0L98njdz7KLoK11LK0VQ375Brt635zhYpRwgkH39WVxruT7Mc2wCLR0giqjxFLWp64sF0AlfLNcyMUt5IolWpGDYJzWiiBpvxW5U/SjizY7S9U7LY6nxZq3AgKBIhHe2IwUX05qmQ3V4Fqu4MYEK7Win/cPHkMLLKX3XcjDmi1jFOlJQRetOIIX8z+WoRsdH7qByeRoz/e7Z8TiVCsXv/dDvaHZdit9/muDe3diFIo3Lw9va55YIT2tfkOxkg2iLQrRlZRfUxedzaxMeIPPqJPkL88R2pug+vpMb37q07YKrDeF5lC6fRgyGSN39MFIw7Bcwt3WhtXXd8jX/QTNyaTIvPIkgK0SG9jXV4myVC6Sf/w6uaRA/cCfC4otQ2bFvjeH48Xd9YY6Fkz+icu3iu/qS8hyH/OvPo8ZThHr8cLEST5I8cv+bv+mvxmsVcq8/R+H8qyixlqYIjxSKEN6xH3UTk86bqylRXV1X4zk2Vrm4LuHB86iMnEcORmi9/xFfBVqSfCKbWmkB4LkuZj5L5qWn8CyTyNA+5PDm3UjNQpRAlgW6d2j07tKYvKqjhZYJlW172KaHogoIIpiL9S6C4JMkAMtYtmBQNQHXBdu86fztF0JLkl945TkeluVtGGTQxAgtSjcCkLNmUQWNmNyKIIiUrCw1t0ib0o8qamhimDf7PK2FzLxNrepH4do7JO55UONH36uznki5KPkt+p/5XIzBXQqeB3PTNteGV4bJA5EWOg8cpzR7leL0xU3HoYTitO28FzUUB0HAMepkrp3EqPrdhp5t4dySwr71PSOIkp/iWphbqotwLQOs5RWy5/rj8xwbR3eoTl33I5N1b2k7SQ3SdeA4ejlL7sbZ5tW+AVwP/eo1cl//JvEPfoDgnl1+rYooIgQCEFjjefA8sG2sdIbSs89TPXPux6ZQeT14pknlpRPYuQKx4+8lMNDvk7fF7q2N0ss335ueaWJlsut+73bDtU1KV8/T/sBjpI4+SCM7i6gGkAIhytfPA370Prbr8CIxEUnsu5PK+LAv8Dd+mXD/Ltrvf4zazBhqPIXW2kX2tafX1DdbDQ+7XEQOR4nvOYpZzGFWi/4i2fOQoxpaTwvCoi2JUzeoXJreMDgrBhRS79tHsD+1RCSdhkn2R5fIfv885kIVKRwgcdcgXZ+6F7U1iiAIhIbaSNy1g8yTZ9/qZd0+PG9Fmtecmsacml4l5LsVbInwPP3nk6va0W+isYG6cj1dYfhPTrL/8w8w9KkjOKZD5uQERq6Od5vN7FzLIP/Gi5i5DMmjD/iRnGDIFyL0/M+dWpXazBiFM6+gZ2ZQk21Ux0eQo3Hsanmdmp9l2JUimRefpD4zTvzAnagt7Uvk6uZqwDV0rEqJ2uQ1ShdP+TnbDcmO3xpZmxr1z8M0m9bX8BwLPTO7pI6pZ+fXXR0ZuTRzP/gqyWMPEh7cgxKOLQspur7WkdOoYyzMUzh/kvrENVzLpHL9InIktmicun4Nl2s0aMxNrlvX1BRcF7O4sOFXPMemcO4EZnGB5NEH0Nq7kbQQgqIshZ2dRpX6zA0Kp1+mkZ5GiSWojl9Bibcsqkm/tXocUYKj74ly/GMt9O3W6BoK0DUYYPfRZY2ml79T5Ik/z/Dxz7fTs0Pjz39nmnLeob1X5Vf/bS8Af/G7M8yMGgSCIv/z/9nPyJk63/liBlEU2HtnmIf+UYKhAyFkBeYnTV7+boGzL1RorGH4KSLRrvbjei6SIJOUOxEFEUEQqdp5kkonki2hiSFy1gzdgd1NnWt+weW1F3WGditE4yKf/80EHT0yZ1/TKZd8p3RBBFUViMZE9hxUOf5TQQ4eC6BpApWSw9f+ukKltHLMshahbec92Ead4vQlNq2R8Tw8z3d2jrQNIkoyhamLS4RnI1iVIlZlC9E3z8PIp1fVW4iySsvAUSqZMfKT57eV4TImJln4u68QOnCA8LEjvgN0KIQYUP20r+viWRZuo+GvaK9cpXb2HNbCAjQZYbILRYyx8aWmDHNmdlUaZzM4lapfbLy0z0LTizbPcahfuowxNUXwwH7CRw6hpFJ+HUZg0U9QEPxztW1cw8TTG9ilCubUFPXhkdtelO15vu+UXa/6Wk0rP6Q+PUr65e8R23mQ+N5juJZJIz2FZ5mghfAch+rEVbT2HuRQhPL1CxQvn8JzHMziApmXnyK+7w5iuw7jGjrZV39IbXrxnW5Z6NmNO3QbmWlyp18k1DNIsKOP8vULviSK5yGFA6ity4s1q9ygPr4xIdR6krQ8tGe5ZsfzKJy8zvRfvYhd8sdh5auk0yUESaT3Mw8hhQJIQZX4sX4WnrmEq29N9mAr4vc36/K2AqW9jfBdd1B88vtb25Atm4euflgkWeDA+1qYuFChnF17ApECMnq2yvRTV9j16Ts59GsPkX94J8WrWcxCY9POLbOsM/vs9aYvjGeZVK5doDZxjWBnH0qyFUkLguti16sYC/N+e/Piw2/m0sx850vN7XwRTqNG6dIpKtcuoLX3oCb9UCaCgGsaWOUiRna2+YnfdSldep3Spde3NA7wFTbnf/i15r7seZj5DOlnnyDQ0kagrWtJU8JzbZx6DbOQ9dv8b8lVl4fPUB4+s+nujewcM0/81ZbPYTvwbIvqCr3AAwAAIABJREFU6GXqU6NoHb2oLW2+IKTnYdermLm0TwQXV1dWMcfsk1++jQOAesVh5GyNQtYi0SYzd8Pg5SeXJ9WJKzqO41GvOnQNBWjtVinnG/Tu0ujbrSErAm3dKjOjBqkuhe4hjXMvVcCDuz8Q45f+l25qZYfzr1SxTZcdB0P803/Ty7f/a5an/tsCRuPNk4+AImh4gkvDqVJ3SwTFKIbbwHDrCPipLMez0d06TpOCep4HX/nrCrv2+8KAfUMKv/avEpSLvlGooXtIskA4IpJM+V1VfqGxx0LG5a//uMRz36+/5QCn1Sgzd/EZAPru+igt/Uff2g7fLXgebqVK9dXXqJ05i9LZgdLehhSJ+Iszx8Gp17Fzecy5uQ11bKSIRvSOQcxsmfqVZYJQe/0Naq+vEyVtcoyNkavsbZ2hlLMZv7KNAmnPwymVqZ54ldrrb6C0tyG3tSJFo4s+foJfr2cY2OUKTqGItZDblj+YKMGeI0GqZYfp0bW392yLhdefWX+4rkN9epT6Ikm5FXI04Qu2pqfInXlhzXPVszPo2bVrq6xKgdmnv7rhObiWQeHCCQoXTqz6TAqqKInlLIQ+W9i0sLjloT2oqWWSZBZrpL99ZonsLA3dtFl45jJtHzxEcKgNQRQIdCVRW6ObFkQLkkDbwVZa96XQkhqSKtJM1BigMlPhyte3VqclhkNIieZ09t6MtyyuomgidzzWRmHOWJvwCAJ3/OtHiA21IAZk1LiGHFRov6+ftnv6cG1nheXEWqjcyDP3/Oim33szXFOnNnkNJrcnQ+0PX0ILJhDFlZfKMmuYpp+brU+PUZ9++4q33hZ4LkYujZFb3S3wZgiCRECL43kuplHemnHqOwDXNKhPjVKfWv2SeluP68LI6Tojp+vsPhbirvfHmBjRefIvV0enJkZ0AppIW7fK+OUGfbs18hkLQYCenRoXTlTp2RHAtlxmxgxSXSof/3wHxQWbP/2300xd03Edj2hS5hd/s4uPfLaN6xfqXHqtumIh4GKTMSdoUboJiCGqTh7LM3A9BxcH09OpOgUiUpKewG5sz1i90l0Hs5M2//5f5fnpnwvzvsdCpFolgiHfukIU/VpNxwHT9MgvOBTzDhdOG3z3azWGz5srrCf+/wIhICNHg4iqjFM3cKoGciyIIEvYlQae6yJHNTDKGNdy2KU6UkRDimi4uoldrCPFgsjJMKIiYxWqCLKEHA3ieR52sYZr+CaRWm9qBeG5XThyf5ip68b2CM8t8Gwbc3YOc/at1TEKAvzUzyU59VyFhfnlzIIoCnT2qSykrXUJz23BFvtuhg4EGdirce1cndy8hV7f3vtTVCSk4HLThTFf3NDzSm2PETs2gKD66R/PdSmcuE59fG39NatQozaWITjka80pyRBKMrwh4Ql3hjnyS4foe28vwaSGpEq+lVQznc+ex/zp9ArCE7n/XjzTpHb6LEpHB7EPvG/VdnI8tm2xzQ0JT6RFoXtPmBvnypgNl113xwnGVm6ihSVa+zaQ7Bcg0hcnMrBa5VYQBaQNqsZvopnvvF0IBlvYf+QXCEdW1oZMTbzA+LWth9T+ISKWGGDP/o/hOCbDF/6WRn3jdNN/x2rMjhkgQFuPSjgq0b9HY/RCHVkRGNofRNUEenZo2JbH7LjOzkMh+vdqfPn355m6pi81CJRyNs99I8/7fibJofsjXD1TwzJXEomKk6Pi3HxJeXBLEGfW8Mn/uH5++fMm4XkwO2XzJ39Q4mtfqrL/sErvgEw8KaEGBGzLQ2945HMOc1M2oyMWuazTpE/uTyYZih7qJzjUgdIaRZ9aoHZlhthdO/AsB7vcwMyUSL53P/rUAlJYI/udN2j5wCE820GKBsk9dZbk8YN+5LhhUHr1GnI0RPhAL4HOBMUTI9SvzmGX6ijK7atNS3XIHHkwjG16RBPS0u0Z2q+x+4hGvexy4dUakiLQtzNAS7vM9KhB744Ao5d0psYMeneo7DsWwnE8zrxUo5C1ESUY2KOx+7CGIApcOV1nZtxk1yENveEyuFdDFOC1Zyt4Hhy8O0Rrl0I+bXP+ZA3X9XjgsRiPfCJBe49CccHmhe+WqJYc7nxvhEhC4trF5eiFJMPOg0F27NdwXY8LJ+vMTb6z7vL1qkOqS2X30TDlgs345QYjp2uUclusw5JEhFvmQrus+6Za6yCyt4vQYOuylEGxTuHlazj19c9fn85zUzJdDgeQI+trl8maxKFfPMC+T+7xO3EXC+s9xwORpVqjN8N1XCozVUo3SsyeWkl+Pctasl2S4jECA/3o10ZXpGJdTdsy6Vwa80YftvZqPPSzXaTH6pgNk0d/tZ94u7qiO0uSBVI9G/TEux4jf3EKNbZ9p22zrN/2Wp9mYZhlJsefJRhsQVEjpNr2EQy1Imz3ir8LUJQwihpGb+Rxt1JguYhAIIaqhvEIIcnbF+/7SYGoBXH1relP1KsO6UmDzoEALZ0K/Xs0nvizLKGYyPs/0UIkLtHZr1LO2xSzNq3dvihYZtrAflMrd2nBplFxaO9RkWRhFeHxsdnzsv3nyXUgO++Qnb+NauGCQLxrD4m+g6jBGGajRGHqEpX02NaKgm+BKClE2gaIde5Gi7UhiDK2UaOSGaM4M4ytv6kWTRDRoq3Ee/YRbulBUoK4tkGjnKU4fYl6fuM2cC3eQcfe9+C5NvPDL2DW/HS2oEgYs3lqw9Nofa1ovSn06TxyPIRdrKHP5sk9fYG2j96F1psivK+H+sgsUjCAFA2C61G/PkdteBpEAa2v1Z+QYsEVKY43I9jZT+u970dYbAwoj5yleGlzxeNQVOTDn27BsT1yaYuBvRrDb9Tp3xXg/R+LM3ZZp7NfoX93CyPnGhz/6Tjzkyb3vD/CxFWTzn6V156p8OinEkxcNQjHRD76yy387R9m6dsV4KO/3MKV0w30uusX5Mvw0IdiKKrApVN1nEUpA1UTCcckigsOh+4LEUlIPP9EieKCjWW6pKdMsnMWpuHhulAu2Dz0oSilvM3MmD+p77sjxOM/n+T8yRq25fFWBOOtUp75576FUdiaGWp60uQbf5wm0abQv1dj95EQ9z0WZ+xSg9PPlUlPGk0uClixMPC7Bdd+jqVQgPhdQ0udWZ7n0bixQPnSxia5VrnBTcYjKDKisv4FSwwlGDjejyAKNHINxn54g/TZNFbN4tivHKX1QIpLfzvM/Jk0SkghtbeFgYf7iHRGWLi8wOk/PUflTTo8tTduKZtwXRrDVyg++YMV3pOBoUEiD9y74Xmshw1v/9Rwla984Tq1kn8wy3D5+y9cJzO+nE8OxmQ+/i93bHiQ+RfGts3IgMUb/Ra2fwtwbINs5hICArIcIKDFCYZa353BbBMd3XfQ2naAkcvfoFHfetdDqTDO7PRrWFYdvb5xPvcnHaIaoOX+h1l47qktbWdbHhMjOkMHgrT3qEQSMrM3DMIxCVkVGdgXpKVDZepaY1FYb7Gba51VkiAKP1FBkWj7ELHOXVi6X0wabd9JvGsvM+d+QH7i7LbSqIFoK313fhTXsbH1Cp7nEEx0keg9QCjRxdSZ7y7a0QCCSKxzN73HHkcJRjEqOVzbRNGiBKIpjMrChoQnmOik59jjBMItzJx7CrO+aKEjCHi2g5kp4+o2ZqaMMZ1Hn1rAzJYRFRnPWGzRvql4O7mAmSmhT+cws2Vfe0f3J3BRkQnt7MRpGDg1A8/zkGJBtIE2lEQItSOOmSn7Ra6hMOGBPX79IqBnZ2nmRRxNSHQNqHzpDzLk0hZ7joYQRDj6UJh4i4wg+N2Gh+8Pks/aFLI2rz5T4afakrz2ozKPfDLB/jv9Wprnnijh2B7/7H/vYnCfxuH7QkyMGPzwq4WlglVZFVBUgdFLOie+X/Z//w6YhsfMmEGiTcEyPQb3Bnja9Lh+sUEha3PpVJ3pseVoxdiwTnpqZarjjveEufBqjWe+XnwzX9gyXMugMb91/yZBgESbwuA+jcEDQRJtCjOjOpbh8uF/0spTX1pgZmzzdKFnu7iGjSj7KSoxsL6pc6AjRuKOZRVkHJfCq9c3VVD27OVIiiCLCPL6Fcjth9vQYgFcy+X8X17kyjev4hgOeLD7I7tI7U9RGCsy/coMCDD54hQ3npng7l+7i+77uskOL3Dla1dx1imkt9IZXL2xSo/NqVSwtpkW3ZDwOJa3otV85GSB9Hid2i1/swyX8oK5YQTm3YrO3DZ4Lh7guPaPXf3KZpAklWisF0WNbNsewjBKjF//B5S+E0WCvYOEd+xBECXqE9epjV9DTaaI7D2MGNCo37hOfXKUUP9OEKA+fg1RUYkduovKlfPIsThqSxtiIICabKV8+SyeZZG48wHCO/ciqgHsapn8iedZcs5kSVdxFWzLY3JE577H4gwdCLIwa1LKWdTKDtWizcF7IyRaZV58wu/MS0+aOI5H12AARVkZxUl1KQQjIukpY0tCfj/OCERS3Hjta1TSo3iuQ7i1n8F7P0HngfdRyY4vRUu2AqOaZ/KNJ7AaFcxaAc9zCSY6Gbjn48R79pG5fhK95K/W1VCcnqOPoQTCzJx9ivL8NWxLR5IDKMHomse/+S4IJrroveNDyIEwk288QSU95osWagpyIoxdrKG0RpHjQYqvjPh6VxEN17CwsmXsch3Xcii9fh0zU6Lw/CXUriSuYYPjUjl7A3tRa8U1LUqnRlFTUYy5IvrUAoIgYMzmMdPF9X+AW4AsC4gi1KsuRsOjWvYnsWhCQhBADQjoDZcf/F0B1/PTX5bpoddcLNM3eQ3HJKplF9PwO/j0hks0IRGJSUxcM1bJGQgC5OYtbm2Qvft4hIP3hLl6vuELlco3O42aP5dwTCJ3urGhc8fbjd1HQzzysymKOYuxiw2e/0aB3LyFJMPjn271mxaaIDyuaeFUdeTFqI3aFvUXPmt8N3n/LpTUsjeesVChdGZzsrZCmNDbmCDG+qJIqkRxosTEC1M4+vJFdkwHURL8mp7FfTmGw8JwjnN/cYHj/+49HPzH+0mfybAwvHaHpVOp4FRWKzHbuTyVl5vzsXwzthTge/Wb81j6ygnf1B2e+eI0pXU6tP473l0EtAShcPu7PYx3FIHWDhLH7qMyfB67VsG1TCQtSOLOBzGyc+hz08QO3oGrNwi0+bVZ9RvXfQXugR3UxkdQEykSdz5A/uRzmJl57EoZ19CpXh9GSaYonnoZ115WVTV1F9PwaOtRibVIVAr+Ay8IPtnxXMjOmCiqyJ5jYaavG5TzDp5rU1yw2XMsRDAiMnXdJzxT13Sun6tz32NxLp6sMHaxgeN4tLQrfOCTLZTzNpdera6Tznp7IKgK3nrFgpKI3J7Cs2ycXAEQkFMJUGTsTG7TVupabpLy3NWliEttYZLC1EW6Dz2CFmvbFuFxbYNKemUhez0/Sy03RaL3IEoggo5PeKJtQwTjHaSHXyA/cQ53UazQtQysxtria55j+2Tn6GMgiEydeoJqbvIWZWcXu1xH62kB16N2PYtTM6hfXbk6tUt+xFyf8GvjjLkixtxyp58xfcuE4Pn/X/E3oHJ6Y0+/rcDUPRwbWrtkPM8j1SEzOQLpKQtFEXjl+xVMw0VVRQb3Lae4b/4SXQeysxY79mvEkhKeJxCJSWRnLLK9Fn07A4SiIo7lrQg43bqWFATYf2eI6VGDkz8s09GTIhD0ydxN5fBwTEKS/eOtNzHn5m2G9mlcPuVLoLgu73jx/MKcxXe+mGVh3vSlJDxQVAHX9Tj1bBmjySJmp2pgZCsEOvwOpfBQ+6KR6Er2GOiMk3xw91J0xnNdiq+NYWQ2FxH0U2CLwo+2syLi82aoERVBEihPV7DqK98LtuH4bvSaX8R8KyvLj+TInM/S955eeu7rXpfwIMtIkYhPem5hrFI0imfbK9JczWJLhMdc1QLr/0gzE++w8/c2oQVbiMX7CYZaEAQR06hSLk1SrczxdubMBEEkEu0iGutDDUTwPJdGPUepcAPD2Nw9XhAEQuEOorEeVC2GJCo4joVplKlV09Sq8ytqc1Q1QjjaSTDUSizeTyjciuvY9A28F8taqcqZTV+gUp550/FE4skhWlIrNVoss8783GkssxkvNYFQuI1Yop9AwH9ATaNEqThBvbbAWtdbC7bQ2X0XteocC9kryFKAeHKIULgNUZSwzDrl8hTV8syGkbZg/w7MfJbqtUtLfwu0dyGFI1ReuojbqBPo6CLYN7jB8AXMXIb6jesrdJnsSgnXNDDzKwu3s7Mm45cb3PNIjM9/oY/0pImiClx+vcZrPyzi2FDK25RyNkMHg5x9sbLUUj4/YXD0oSjzUybVon8fCxmLr/9xms/+dg+f/50+hk/VsE2Pgb0afXs0vvVnGUYvvrPPXfDIHuqnLq35mSBJaHsGEIIaladPgOuh9LQT2D1A+fsv41Y2VoM1qvkV99RzXRqlDIIoEYisbnhoFpIaIpzqQ4u2IqsagqQQTvkKx7cqbmvxdt8nKT+zRHY2gxKK03v0ccKpXsZP/j3VhZVeW57tUH7tOu+eVu32UMrbDJ+u8zOfTZFPW0RiErbtcfblKn07U3zmX7RjGi5T1w3mp1ZfKw+4cqZB14DKL/x6O7IicO1Cg6lRA0N3+cTnWvnsb3Vg6C6nX6wy/Mbq37HnwbULDe57JEpHn0I0Li0RlUbdZeRcgw/9YpKFuQjf/VKBgCbw4OMxjjwQZnBfgFBE5JXvVXj1R2U++blW/off6sAyXV7+XpkrZxrvaDo4n7bIp1dep8MPRpkZ1UlvoYDaKtXRp3JED/YgCAKBrgSJe3aS/cH55QizKtP26CGCA7cUK+drFE5ca8oQNNAWWyKhrmnjmuvXzwmSuCiGutoV3ar5WR8toSHKIq61/GzbhkNxvMTA8X6Su9d/tpXWFLEPPEzxye/jFJfnydCxwwBUXnh50/N5MzYkPDvuiPGh/2lw5SACInhgWy6iJCBKAkbN4e+/cI3ceo7pG2Gxhc1XP9765s1AljXau+6gu+ceAlriltSOgGlVyc6fZ2byBKa5vpHZdqEFk/QOvIdU634U5WY3m4Dnueh6numJl8imL+G6axuchsJt9PY/RDK1C0UNIwjS4ifgeg6GXmL06pPkF0aWtkq1HaC77z5kWUOWg4iigijKtLYfWEUUqpW5VYTHP247bR2HEUQJSVKRZY1GPU9uYWRTwqMGYnT33kd75xE/lbb4dw8wjQqZ+bPMTr26inxpWoLegfdQKt7AdV16+h8gEulEECQEUUJAwDQrZObPMXXjBWx77d+bIMm4b2L/giT57PxmdaDtgCz7/lqLSlmCKPpiHotwDX19hdQlN0sf9YrLV/5wntycyf57IrR2qlQKNsOv15Z+16WcxfCpKkMHgoxeXK6DGzlT4+B9EUbO1KhX/ZWM68KFExX+r385yXs+kmDX4RCSLDA/afCdv8xy8UR1DQ2etwmyhLZnkMj770VKJai/cQlBlgke3ev73IzcwBidxLwxgzrkiyniupjTaeTO5urdPG/1S3N5yb+9NE28ey/dhx5BlFVso45t1HEdC3GNwntBlHwPty2krKPtQzRKGRzboHXHPdTzs00JIP64wzQ8nv5akXMnariOh2n4OlK1ssvX/jRHS7s/bZQLDo26T3xqZYdv/dcc5YLD1/9sgULG5ltfzNPSLuN5fsTH8yAzY/E3/yVDotUXgs1nbPSGy1f+3wVqlZXX/tWnK4xd1pEVgVLeWRLX9Vx45utFzr8iI0oC1bJDoybw2jMVzr5cw/PAqLs06i7VMYe/+k+ZxUgTZOesd4zsRJMS8dTaU+zhByJUCjbpqeYJj6tblM5P0vLevcgRzTcE/bn7EWSRyqUZBFEg+eBuOn76LqSA377uOS6lsxNULjfhuyYKaL3LCvlO3cSpr59qM6smnuP52jvKyme0kdNxHZd4fwwlKGPcounmeR62YYMAWnz9JhgxHEaKRlcV2XuGSWCwf/PzWQMbEp5SxuTc08sr2faBILvujjNyokAxYxIISgwejVIr2ejVJjspBAh1xYjtTBFsjyCHVQRJJHNiguJI5vaTHkGgq/c+Bnc8gu0YZDMXqJZn8TyXULiNto7D9A0+jCQFGL/+Axzn9rkPq4EoO/d8mFTbfuq1BTLzZ9EbBQRRIp4YINV2gJ17PgIIpOdWi/qFwm3s2f8x4skhLLNGfuEq9WoGxzGQlSDBUApRUqlVV2rpFPOj6LqfVojGuhnY8QEsq87E2DPojZVKs7Xq/Krjep5DevY0hdw1ZFkj0bKT/qHjTZ2zJGsM7PgAXT13YxoV0nNnqFXmQYBwuINU+wH6h96PooQYH30aZw3SEov1EtzTgus6zM2colHPIckqieROWlp309P/II1GnvTs6TUnKCM7T+zQHSiJFt8/TZaxqxVwPbTOHsz8AoGOLiojF5GCIQKLKs3BviHEwMbdhK5l+i7t4SiO3lgR/UlPmXz5D1Zfz5uoV1z+8ndX66Scfq7C6edWk23HhtELdUYvLJOjeHeIriMpHG/tiIkSlNn5cBfRjiBGxWL0hTlqC6uvcctQlHh3mMnXMzjmJpO87aAPj6Ed2UvlB6+AJBJ5392I4RBuvUFgzyDm5FvTVlGCsRWhb0EQUEJ+ZNDSt74QkRSN7sOPIgdCTLz+TSrz15d+K75g4eEV37caZURJWbKsaGZWrGYnmHj9G8Q6d9Nz9HG6jzzG1Olvr+7++gcIfZHIvBmVokOluDLNoS8qfufS/hyQW9TGqZYcqqWV3/U8KOUcSrmVf79VT+cmTMNjZnxtQtCouUzdorVj4a2rvZPP2OQz77wVx8Mfa+HYe6JUSquP3b87yMnvb91zr3RqnPpYhujhPj/K051g6Ncew6kbCJKIqK00RzYXKmS+d64pteRAewz1lrofu9xYJVB4KyozFRzTId4fR42o1BeWv1uaLOOaLm2HWgm1hTDKy/dGkkXC7b4a/Yb1vRvVnG6z3W7DrXIzOi/97fIL+qd/Y4hXvjrHia/NLxVL9h+K8shne9HCMrXixj+qYEeEvg/vp/PBQYKdUZRIAEHy+/fNok7xatZ/IgToPr6L1B3dNNJVJp64hFXZHhGJxfvp6rkH17W4MfpDMnPnlkiNIEiUS9PsOfAx2joPU8hfI5e9sq3jrIX2jiO0tO6lXs1w7coTlEuTSy/d7PwFTKNCT98DdPXeS6k4gd5Y7oASBImevvuJJQZo1BcYv/4DCrnr2PbNH5WArGhIUgDTWBk0bzRyNBqLK83FVatjm5QKN6jXmmupdByDxiK7V5RQk63BAqnWvbR3HMY0qoxde4qFzOWl6JUoyhQLY+za91E6uu6gXJokM39+1V5kJYSul7j+5muWvsCe/R8n1baPltRu8tkRPNvCdg0UKYjtmoCHPTuHneqi5+GPgetRGr1E8eoZ/j/23jPGsjs98/udfG4OdW/Frqqu6pzZadjNMENyyIkazSru7EreXXktaGUb9hrYLwvDHwzYMGBgAcOADC925ZXWkiWtwo40o5khJ3DIIZux2TlWd3VVdeVbN6eTjz+cW7equm6lZg+HEuYBCJLd557zP/H//N/3eZ+3cv0S6SPnQAS3UMaby2FKDlq2l8wLX8Kt17By8/iu12pNsd7d1q1XMWamyLzwJczcAsX33/xEPWRSwzGe+rVRHl7MYTfX59d9z8es2WT3Jzj6i7vJjZU7Ep7UYJTBM1lmLi9tTXig/V5KyRhew8A3zMAdd34JJ18C30eMhBFDOmJIx6s3ESMhRF1DjOh4tcam1ynStQs93o1RCb4BSihOov8gZq0Y/NkOISk6ih7FqORoluaDZ6hVdh5O9a/zv68uPsC1mnTtPkl9aYpmJYfvuQiiiCgp+J6H56z9BjlmHcdsUJi4gqLH6D7wDL2HPsvcjddxrU9hmv/vh7797wyaNZdv/Ycck7fXPwsv/8Outr2LoGtBJdImepllOJUm8399kdBwJjCwFIIee3L0kYWa7+OaDovfvUJ9bONF2GpE9/ehJMLtjItVqGEVNibv+TsFnKaDntToOtRFaWIl7VR6UKaRb5IYjnPo1w5y5f+5ilm1EESB7OEM/U/343s+tbmNU91erYaoa2gjuzHG7uF7PlIkjL5vD3bu8bzgdkSTskMhJq9W11SGNMo2iayGHt28mVd4IM7hf/EMPeeGETVp84ohH0RVov/FvQiCQP7SDMWbWzsCPwpBkEhn9qOHUhTyd1hauLEmguP7LqXiOJXSFKmufaQzB54Y4ZFkjUz3EURRZmH+MpXywzXRCNuuk1u4Tqb7CNFYH9FY/xrCE45kSab3AD6zD98jn7v1iIeOj2M3cexPz4dVlnW6sgeRZJ187jZLizfWjNnzHIr5eywtXGdg6BmyPcfJLdzAf6S9gec55BauUS5NsvorbZlVioV7pNJ7CIW7iOs9JMQsc7Vb7E09w0z1Oj4+UTVD49ZDwjMhREFCt6I0fA1raoqEMYrhVlF8jbCylwflD1j6yWsIktwyt/LxHQenVqExcW/dJO07DsUP3kJQlEBg+ymrDXdMl4kL89SXDEae6d1wuwfvLDD1wWJH0rQRrLEpwqeP0Lh4A+PmffQje5EzKdxyFSGso/R3Iygy6mAv1uQs6q5eEAXUwT7cfBnf3pg0+57H0OmvUZ69g+faJPr2E0kPsHj3wopgWRDRY12o4QSCpKDFuhBlhWj3CJKq47kOzfICjlHDMesYlUUimWG695+nWV5A0aLEekaR1dC6VKVRWWTh7gX6Dn2OkXO/TmnuNo5ZR1ZCaNEuKov3Wbr3fsexe67F4tg7yHqEzJ6z2M0qi3cvrJS8bxOCJKMk0iixZFBKLorgujjNBnalgF0prVX27hT+Kt8WUUJNpFESKSQtBIKI71jYtQpWIYdnPYY8YRVELYQSSyBHYoiqHvTz8oOeWa7RwK5VcKqlHV+jR48R6hlACkfxbBsrv4BVzq+ETB5+AAAgAElEQVR5J0VNR+/ehRyOtpoSFzDzi9ts5tmCIAYNoqMJpHAEUVEDwuy5eLaF06hhV0u4jbXk4L3vl4NiBmP9N+LSmxXy88FCMPyZE4iaivngIfb0PL6x+eK+9MEDZv74An2/ttLs81E4dZOlH1xn8XtX14maO0FUZaKHB5BaRoO+49KcyOHWNh5L8X6RynSV7rTO0PODjL/6oB2xMYoGM+/OkhxJsO+re0iNJFi6U0DWZfpO9xIfiOEYDvOXNiZjTr5A4+p1kl98GevEcXzLROnO4tsO5R/+eMtz6oQdEZ7ivMnZr/XQrDosTRvoEYmTX8wiiGDUNn5wlbjOvt88Te+zu4MS4NkKxZsLGEt1Br98EC253qm5eGMep2ER6U+QPNxD8dbCjlcosqITjQZd0o1mEfCRlfCabURRwjQrCIKIHkojSdoTSWuFwxk0PYHr2hjNYkfDPte1cBwDPZRGD6UQBLFNisKRLKoWwzTKlMuTj2UY+ElDlnWisX48z6FSnuo4Ztc1qZQf0u97hMJdaHoSo7lW9+B5NuXSBJ1uuG3V8X0PUVTxfBdREFGlMAICihRCRML1LCqNWerGEqIgsid5joiSpGLlkB0Js1lion4HQRDxfBdsd73i33c3/Bj7rrOzD+YjkHVpxc1UFfE8H7sZtFgRBFDCMo7ltYV+oiSghGSsVZUQoiSgxYLwtWO6a6I0vhe4mXa6fqIkoIRlBFHAc7x1FRQAkiIiaxKCGMwdjuHi2h6ND9d2M6+/vTYNW/3B2v4/9Qtb917zPQ/bqDF79TX0eDeZ0dMooThWo8L8zR+Tu/dBu8mrJCtk9pwlOXAYUZLbWpyeg8/hOTa+6/Dw8ncoz9zCc21mrr5Gz4HnSA8/hSjJWPUShcnL5B98RPeBZ/FW3V/PscjdfQe7USY1dJyu4ZOIsorrGDSL81i1VVVivo9jNXFX6RJcq8n8zR8jq2Eyo6dplheozI11vAePQlBUwgMjJA6cQO/ehRJLIOohBFHEd13cFuFpzE5QvnkRY2l+2w0811xr10VAQM30kjx6lsiuPSiJFKIWCt4Fx8KpVTAWZynfukhtcmxNP70tzgJRVdG6eonu3h/0MIynW4RHCxYUqwiPU69gLM5Qvn2F5tzkpg2bpXCUzNkXkaNxmvNTFK+8ixyJkT33MtHRw8ihCJ5jY+ZmyV96i8rdq+B5KIl0sM3IIeRwFM91sMsFyrcvU7z8Fu5m5qGiiKSHiewaJTK0Fy3TixxNIIciCIoafKtbhMdt1NqNn8u3L2NXCuD71Eobz4mFBbudCrTuTaKO7CJ07CDhk0ewpmYxxyZwKzVw1n9nPNNm8btXMOZLZF8+SuzwQJDKEgR826E+vkj+9ZsU37mHU90ecVW748SPDQLBO+lUmpQvTmz6G6tm8+AHEwiSwMx7a1P1juFw/3vj9J3qIb0/Te+pXnpPBQuwZTfmmfdmmf1wY8Lj2zbVC+/i5PKou4cQZJn6lWsYd8awF3Zm/riMHRGeC38+x5d+d5hf/B9GkeSgrK5RdvjxH81QWtiYJCQPZhl4cS++7zP3+jj3/vQSzfkgL99zfrgj4THyDZqLNSL9CRL7MtvOq6+GKCqoWhRBEOnpO0VX9tC6bQJDwSA0KIkKoqQ8EcKjqFFESUGSFPYe/FrHyV9AbI1PQJb1NYRHUcJIkkqzvoRtbdw48NMEQZRQ1Si+72KZG+suHLuJ61pIkoqihtcRHt/3N/z9ct8nQRCwPRPP9wgpCapWDl2K4uNTt4vEtV7S+gACImEljSjIrbndo2wt4Pr2zybEL8BTv76HaJeObThk9yfB97n5nSnu/XiWUErjpX91gut/M8GDCwHJ7zmc4pnfOcz3/9ePAJA1iUNfHqLnQBI1pjB7Jc+VvxinUdj6uU0MRDj1j/aS2ZegOtfgh//7ZczqymQTyeoc+dowfUfTSLKAa3ncfnWaO9/f3KH1cdEszXHrtd/DblZh9jZL4x8GAmLPxbEaa4ila1vM33yDxbsbe3A45soqu16cY+ry3yIQdIv3XKedaqotTeG03isxEgFRwK3WyE9cpjRzG0lWgwnE9/AdG9duTRyiiOMYjL3xB/iu0yZjAHazytTFv0FSNFzLYDsPmBJLkjr5LMnDp5EjMQRxbaRckEXEWAI5GkfvGSS6+yD5D9+gcucKnr3971QwybhEhvfR/dyX0TJ9CNLaSLuk6khpHTWZIbxrhOLlCxQuX8Btbl5hByBH42Sf+QKx0UNIehhBVtZFHgREkGQkTUeJpwj1DBIdPUzh4k8oXH57Q9IjKhrRPYfRu3pQU1lq47fpOvsCicOnEeWA9EuSRGhghO5QFLdewyws0P3sF4kfOIkoy+1txEwvmbOfw7et4JgdFy4C0aF9ZM6/gtbVg6TqQUXSI6aNgigiygpyKIKa7iY8MEJ05CCLb38v6K24yXx19vMJ7l5uMHGriT27gD2fQ4yG0UYGCT11mPCpo5j3Jmheu4OzsLRuX57lUHp/nOrNGZRk0PNKlCXsYh2rUMetGS0n5u1BVCTq44s0poJUkTFTpHZ3c12eZ3vc/dY9Jn40SbOwvhtC/m6BD37vI479F0fp2pdCiSr4ro9RNJi/tMDV/3idZn7zDIVvWjSu36B5527wPrrOlhYXm2FHhGf+foM/+5/H6N8XIZKSsU2PhQcNCjObvHgCdH9mCDmiUh7Lcfv336MxG2hOREXa8Jvgu16bFIV7YwHf2clgCciMgAj4uK65YfrHthvQhGYj//FCxquPLYgIrWos1zFx3c4rpeVKJduqrT0/IXjBggn+74rZocDyjfI3GbO/ytGqc4sOf1uhbscz8XyHiJwi35wkGx7B9R0cz2Q4foqp6mWqVo6D0mpC7QdRnZ8hwkmVfS/1894f3OHBhQWGzmY5+0/2U56p0yiaRDI6Smjl1ZRViWh3CLFlvKbHFcJpjUt/fp9IRufMb+7DqFhc+tOtm6eWZuq88+9ucfTruxk+m13r5CzAqW/sZfB0ho/+5D7l2Tp6XKW6sIpwtyexJ1NV6XsuVn1FvLmR583yMR2zDubWEzAEvXjk7izGnfXdmFcfRxseRFAVGtdugOvhWg3cDRYZcqYLKRrFHO/se+NazW3rd+RIjOyzXwwmbinwvPF9H7dZxy7n8WwbUQuhJtOttJCEnu2j94VfRNJDFD56a/spId9DS2eJHziO3j0QjNVoBsexTERNR01lW+kaASWaoOszL+L7Pvn3X9/yOL7nonf3I0cTq/7MwzXq2NUSnmkG+42nUGIJEEQESUKJJck8/XmceoXy7UtbLmqVWJL4/uPE9x/HNZo0i1PtNKAgCGhdWRJHTmPk5ojvPwGeS2N2BkGS0Lp6ESQJSQ+TPP40lXvXsMudnON9REUl1DsYpOIIhuW7Dk6tHHh7ORaiqqOmMkFKkMCFPbxrlN4XfpHpb/2/jO5pcvRctMP+4fDZKBMtbY+gqWijQ2iH9iCGdJzFPObkNHIqQfT5s5S/9cPOaS7fx60auFUD4+HHc8BvPMgx/m++s+Pf2XUbu96ZqPquz8y7sxTHS2SPZAildTzHpzpTZelmfp13z2ZYHYGX4jG0kd00rlzb8Xh3RHgiKQXH8rj/0dbeMSsQiI0EpW75K7MYuW1WMPg+di0gCXJE3ckw2/A8B9tu4nsui3NXmHn4zra2fxJw7Cae5+A4Jg/uvUal/HDz7R1jjTDYdQw8z26Vlj9+H7JPEr7vYFt1VC2GonZ+0SFIfYmSimdVNywt397xPGy3SURPU7MLpP0hZFHFcKq4vk1IjqNJYWJqlvn6na13+Ali8W6ZsR/O0CxZlGfqjDzTS8/hFBMXthYYNss2N789xeKdEoIo0HMwxdCZLJf/0/iWrua+69MomDRL6z+gsWyIgRNdXP3PE9x57eG6uUftSzH4r34ZQZZojs0w/4c/wq1+OjRkYjhE9NxnECQRc3oGa/Ih0dNPoQ4PIiViNG/dIXz4EPXLVwkd2IdTLCHqGuruIaR4HGvyIUp3ltCB/SDLLUIjEDp8MBBnF0sYY/eJnj2F3NWFnEpQv3j58cerqKRPPU/i4ElEKSiJtwo5Sjc+oDp+G9eog+cHFYHhGLF9x0gePYMciSOFwnSdeQGnUaN869L2FmmCSHz/cQRJxq6WKF19l+r9mzjNOngegiiiJNKkTpwntvcooqIiKhqp4+cw5h9Sm7jLZgzXbY1FjaexKkUa0+PUp+5hlfP4lhl09RaCaE2ob4j0qecJ9exCEEWkUJjUifM0Zh5gVzY3mJTDEdKnn6c5O0nundewqyWUWIqeF3+RcH/QSiG25wiRwb04jRoLb3ybxuwDREkmeexpus68gCDLqMkMerZvA8IDjblJ6pN30bL9mLk56lNjNGYncRrVQGDseyBKyKEI8QMnSB37DHIkjiAI6N0DJA6fYt/BS6i6yPzk+netsUoCEv3c00jJOOadcazpOdxyFRwXS5GJf+XFILW59R3+1KKx2GByceqJ7U9KpQgdPvTTJzwv/5eDTFyucOWHO1BIC6DGggm7uVjfWZuJZcfSx2xN4ThNGvUFUl17ULUYtt3A2yDS8qTRqOewrBrRWD+SpGGalR1Fj5qNArZVR9eTRKK91KrzPPaS2vcDozXh49vObwbHMalV58iE0sRiA8zzEY9Gp0RRIRrrQxRlTKPS0lY9PormLI5vY3sGS80JNCmM4daYqlwmE9qN6da4V7xAwy7h+i6LjftY7pOZpEVVJ7H/KeTQxg0cl+E5DuW7l3AaQWShWTJxWlbsjuliVi30uNq5d5awtkLTtVwaxeAj6ns+zaJJ9/4EsibuSIT8KELJ4PjlmXrHhbagyOjD3YiqjFtptML8nxK0Ut5OoYS9kMNrNGneGcN3HOrvX0SMRZGikSANEQkjOQ7qQD/1y1dRdw0gair6vr2IsShevYE+OoK9lMetVGhcuUb06bP4loVx9z5yV+FjkR2A8OAe0k89E0RUADM/z/wP/zP1qXvrtrUrRZqL0zQXHtL34j9AiSdRYgm6zr6AsTiDubQ1SRYEAUHVsGtl5n/wV1THb66LptjVEsbiDK7RIH3iGQRJQk2kSJ04T3NhesvUVvnWR9jlAo2ZB5tuaxVzmIVFBr70DfRsH4IgEOofRk1ltyQ8giiB65L/8Mc054JJ1KlVKF15Fz3Th6TpgV5H1ci9/SqVsWuBFTNQvnWJ2J4jwTFFEb17gOq9zkaaTq1C7p3vgyDSnH/Y3se67aolzPwCbqNO9rkvIakaCALR0UNMjn3AwkS5s9eOH5T+A9TfvojXbMKqeW7Z8qH6+jt4zY8nIP+7BHV4CFwXa3oGMRZF37tn/Ta9PQiq0uHXW2NHhCezS+f+xZ1EdwI4LQ8AObTc7GwbE7cgoGeCicQqGY8113ueQ37pLpnuo6TSe8l0Hyafu4W7prxUQJJUJFlrRWV2blfdCbZdp7B0h2i0j76BM9Rr89Sqc2sqkgRBRJI0BFEOUlurCFG9FhgCZnuO0r/raRqNpeD3q6JAghCYAnqevaGo2fVsXNdClnVC4a6WZ89PZ73g2E3yudukuvaR6tpLKj1KqTje1iUJgkgsPkCm5yiua5HP3f7Y17tuF6jbwSqtbK7knCvWAhVrfWXffH19euNxIekhMiefR+/q23Jbx2jQmB1vEx49oSLrErbhIqsiWkzBrNp4jo/neMhaS8shgBZT1qS4JFUknFKpLTYRxICo2IaLY3681KdRtfF9n2h3qKOY+dMMzzAxxu6jdGeJnDhG5fXALkDQNMRoNLCml2WkZAI5mcCtVIOeVrEYoq4HFTdNA0FVsRcWcYolpHgcQZGDich1QQxS1IKuI0YjeLXtpdbWQZRIHjmL2EqFuGaT/IdvUp8e3+QEPWr3b1Ds6iX7zBeCCTvTS3zfcZaKS9sW0ZdvX6L64PaGqSPPMileepvIwCh6zwAgBKLddDeNmc3bV7iNGtV71zfdZhlmbpby7UtomV4EQUCUZLSunoDwbbIw9H0fs5DDWFwrkjVyszi1MlLLR8uulqhPja0hKna1iF0ro2f7gvRaLLnpGJcJ1VbwXYfK2FVi+48RHhgJNJmhCPfuajRznQncBz8qt1tKePX16dPIc2eofv8neJW/+55OO0Ho4H48w8SankHp6Sb1ta/gVWtrnlchpON8EmXpS9MG0dQOmZXv05irwMkBEvuySKqE42z9YdZSYaK7g1RYZTz/2NW/5eI4C3OX2DX0DHv2f4V4Yohq+SGuYyIIIooaJRLtJhTJMn73e9Sqqx0pgw7poqQiijKKEkJuuSUrapRwpLtNNlzXeoRIwfzsR8QTQyTToxw48ivk5q/RaCzheQ6SpKBpcaLxAXzf5d6dv8WxVx5817WYffgukWgv8eQQBw7/CrnFazRqOXzfQRRV9FCScDjL3MwHraqm9TCNMo3GEsnUCLuGnkUUFSyriihIiJJCtTKDaaw1wBJFGUnW2g7NQQWZhCjKhCNd+L6D5zlBF2rHWEXifPJLt0kujtLde4I9B77K/MyH1Os5BCAU7qK3/zShUJp87ja5xe19HP8+oudAktHn+8iNlRk8lUFSRBbvlDBrNuWZBrvP91CYqCLrEvtfGmjrdwD0mMqBLwwiKiLhlMbAUxnGXp/B93xEWUCLKkTSgftpOKURSqqYdQfPDoiUGpHR4yqSJhHp0sD3Mas21YUmi3fKHPnaMEbZorbYRAnL2A2H3NjOFzqfJERVDdxXBQFzKkgfO6USXqOBvm+UxpXrWNPT6HtGcSpV7NwSTrGEPrI7EMnPL+CWyuj79iKnU0HjwlIJ3zCCkue5eXzbCSpG+nrRR3fTuNo5OrAV9O5+Qn2BU6zv+zTnp6mN39qy8sp3XSp3r5A4chotlUUQJWL7jlK6/j52dWsTO8+2qY5d3zBasQyrXKBy7zpad39ARlSdyPD+LQnPTuC7Ls35KXzHRmhFueRIjC3Fmr6PXSvjGmtJgl2r4JrLkVsft1HDLK6dFD3LxDObgas/IG0jMrtd2NUSVmGRcP9uEAQESQEljO+BrAjsPR6md0hFar3Hvg/X57LUrM5Ow+rIIH/nVh1PAMsLFQjc8Y2x+5T+9nt41srcqo+MEDl14rH2vyPCc+PNPE9/vRfb8li438BdRVxyD43OK0wfli7NsOuLB0gd6aHnmd3MvXF/TW+NRyGFZAa/fJBwbwzXsMlfmnlsvxPPc5iefAvXtegbONP+x/dcEEREUcLzXJqNPL6/dpWkqBFG9r5CONKNKMqIooKuB6uCruwhorF+fM/B811qlVkm7n9/jSbFaBa5d+fbDO7+LF2ZgwyPvojne+B7rVYJIq5nk8/d6ugYXC5Ncv/Otxkc+RzRWD/DIy/ie26wymy3Wqh1dGlehmmUmX34LpoWJ54YIhrrD6rQhEDSfffWX68jPF3ZQ/QNnG2RHhlFCSPLGpKsMrrvyziOid8ieQ8n3qRYWAnDOy1HZ8+1yfYcY2TvF9qCbUlScT2HxfmrTI2/vs4w8e8aXNOgeON91GQWSQ8jaaH2P3IoiqjpG/pNFSar9B5OcuALuxBFgUt/dp/F2yVc2+PKX41z9jf38+x/fQSjbFGerrN4t4zn+ri2x8KtIkbZ4ul/dgAtpjJzeYlb3wsm+Z5DKU79o73ocRVZkzj5jT3sf2UX1775gNkrefa/MsDoc4ETczip8fx/e5RmyeKt/+sG9SWDi390lxO/Osqpf7QHELCbDmM/mvnUEx6v2aT61lqNnlerU/3Jhfb/N2+s99iyZ9dWotQ//Kjj/ps3g9+6lrVmn4+DcN8QcjiozvQcm+bsBE59e++CXS3RmB5HTQa9ktREGr17YFuExyrltrWd7zo0Fx7iGo0gXSsIhHoHtzW+ncAzTTzTaKf1RFXbmu94Hm5jfQWnb5uBtoZgqnCNBp75SOra94OGvy0sV3g9Efh+oO9pmVUKotg+r9GjIV74pRSiJKCHReoVl2RGYXbxHObluY5EV9QeT7f6SULWJQafG6Q8VabysIrT3F6UsetgmmhfFLtms3B1EddcIeC+tcrqoVSmefs2br22pjLLrVTwjMdL8+2I8Bz/fIahozF2HYrimN4aDvJH/+NtFic6ayMKV2Yp3lwgfaSXg//V02hdYZYuTmOVTWhpFkRZRI3r6Jkwvc+NMPJLR5FUifkLE5THHi98tQzbrjM9+RMKS3dIpfcQjvYgyyF8vKABZ3WecmkyqNJaAz94wRwTl4BhPkoOltG58senUV/k/p2/ZXHuMsn0aMvrR8V1LYxmkWplhkp5qmOLBd93KRTGqNXmSaZGiCUG0bQ4oijjOiZNo0ilNEmlvFno1WcpdxPTKNOVPUgo3IUgyriOgdEsbNBawsf1bPwWKbXM6rr2Fcvn7Hf4PBnNAg/uvUo+d4tk1x50PQ34mEaZUnGccmlyTTRrGbbdoJi/i+e5uBukuiyzQiE/huM0N9zmk4JnNslfeTvo0yUEpc+CKIIgktz/FL2f/cUNf1uZb/Lu799p++EYVbu9CFi4WeT7/9slZE3CczzspoOsyxgVi/qSQW6sjGO43PzOFIIAZs1ua3dyY2Xe/D8fEfP5YFQsPMfn/htzPPxwrXOx70GzpQkqzzZ459/dQo0oiJKA5/iYG1Rh/Bw7hyDJaOkehNZk69s2Rm77bTk8y8TMLwRRGklGkJVAi3J/62iTVS6sWSlvBqdawqlX2/o0OZpACkW2VaK+bfheIGZexmZmtKt+45odvpWe147c4PsdXdKBldbqghAYOz5B+K67lq21NJPdAyr3rjXJz1tk+lTee63Ml34zg+xOU331QpuorUbiFz7/RMf200BsV4xTv/MUkipx/Y9vcPM/bc+0t+d4N8f/6TEcw+H1f/0G+budheN2bgk7X1hXhm4v5qj8+CePNeYdEZ73vjnPldc627xv5sPTXKhx748+4ti/fJ5wf5zDv3Oe2nSZ5lylrdMZ+Pxeup7qJ7IrQXQohSAJ1KZK3P/Ty5iFj+9D43kOteoster6XkYbwbbqjN3+6499bMdpUizcWxMJ2TZ8H8ussDh/hcX5K491fN9zqZSntiBGK1havM7Sx0w3OY5BIX+XQn77mpl6bZ4bV/54023KxQnKxYmPNbadYOhMF8WHDWpLBr67ntxtZELoGFtMDK00kmOuJ8q+B0Z5rdBxmdC4ro/bWgV1+q1juFTnNxZlm1V7je9OJ9hN92OJn9uQxPYc5nv+GlEmAKIYmBs++neisH7y81asDHaEx9lXa9wdx9za57K43Pfp7AsiCAiSsO7vRVVHjiXakb/ADG9nDUftahnXspBDMoIooSS7tvU7t1HrOLl2gtOs47WM+YK0loocjm6f8AgioqoFbs7xFJIeQtRCiLKCIMkIsowSSyLq6z3YNoXvr2sMvOov2//2NjEybA+xoyVGpw2FVjVZFDWZQY7EkHS97SC9fE7hXSMdhfxGwyOSkGhUXHqeVhncq5HqljH+84d4jc7vav3dSzs3lxQFpJCK1h1HToSRNBla4zHnyzQmcp2f58dE5kAXoa4QSljGtbb/vcjfKSBpElpCo/t4dg3hEcMhPNMKNHOe1/E99W0bJ/94Zfg7Ijwzt4OHXZIFFE3EdX1sY+ub4ns+i+9PceP33mbvb5wiPtpFbHeK+MhKZ9bUkRUXRs9yKd1e4u4ffEDx+vb6gPwcP8dPA5mRGMe/NkTxYZ2ZqwXyEzXqeROvA/n5OVoQBSJHhun+9eeQkxHcuknhuxcpv30Tv9UvSIzo9P7mC0SODlO9eI/F//QWeB6hvf1ET+0hNNqLFAuB52PnytRvTlG78gBzJr+tj7YUCxHa20f0+Aj67m6keBhcD7tQpXF7mtrVCcyHS+vaXYghlV3/8uto/WnqN6aY/b+/u3bHgkDm6+dIvXgMBIHm+Dwzv/e3+Nba/aReeYqur57FrTaY+/evYUwEzrCCLCOqq2wmPHdzx98O8MzmCskWBGQ9HEQrtpggPcvctm+Pb9trSIMgSojqxp2t22MJxwIDvtGDhHoGEfVlkiMFFVbL1aKC0PrvbZKO5XHBlhqkwLrs43uXCZKEmuomMryP6MgB1ERX2zVaEKV2NFcQhFamovP53LvWYGFaJj9nMXwwxCvfyPDwXpP5exsLksWwvj0JjyigdkWJHuwn+ZlRInt6kaMagrI8vmCz3GvXmP6jtzdsIiqoEnJ45f66hr1lw9H4UBxZlQKN383tZ2GqczWMQpP4YJzUnrXC8fiLn8OanqFx5RpKXy/ayG7qH1xc74T/mNgR4RElGDwc49hLXaR6dIy6w72LZW68kcdqbiG4czzm3hyncj8fNAY91U9sdxotFUaURTzHw6oYVB8UWLo4zcwPxwKx88/nlZ/jZ4iP/nyCm6/OMHA8zcCJNLvPZWkWLR68lyN3v9ox6rMpfJh8fxFZlVrtH/6eQRSIHB6i77e/gD7cjW/a5L75LuV3b7fJDoAgCSjZBPpwN06liZpNkHj+COkvnkJaboq4jAMDJJ49RPPBAgt/8gbV98c2jtAIoA91k/nl88TPHUAKrZ+k4+cPYi+WKXzvIoXvXcStr4pOe4Ghoj7cje96CJqCb64yPYvqhA/uQt/dE5yupiCnotgLK6luQZUJjfYSGumhcXcGbxUZEkSpre2A1gJvG9GI1fAcpz2hC4IALTLhbyV69oJecduB765trSKIYjsNtxEiw/vJnH2B8K7RDfQxPp4btGPw3OXK3WgwMe8AndLoTxqiFiJ17DOkTpxHTWU7Epl2qwzbxnccRFUNoj6PbGs1PdyoTzKjcP29Gjc/qOO5PtYmVZXhsycwxx9uWrEmqjLJc3vp+YWTQXsJZeN+llKr9cRGCO3qYtdvPosgB/eicu0h83/90Toiv+Y3aR1BFqg/rGNVtm/34lou9cUGieEE4ezaVk9yOoU9F4I6apoAACAASURBVAQ5pHgsKA746PLPhvCMnkzwC//9COVFk8KsSSgm8cJvDNA1oPPGH89sHe3xoT5d5t6fXOLh926jJnSkkIKoSvi2i2M4WKUmZrGJv0Ull6AoiJEQbrUehL9+jp/jpwBBEhAlAaMcaGDSQ1HKUoMTXx9i9kaJG9+d3jEpn3z38frAfOohCkSODtP3W6+gD2Vxq03y3/6A/LffX0MaHoXak2gRlIP4jkPz7izmzBK+5aJk4ugj3cjpGPpIDz3/+AWcQo3mWOfUdGhPH33//BXCBweDdHCujDmVw16qIMgSan8abaALJZsg++vPIaeiLPx/b+A1Wr5GrocxtUjimYNIYQ21O4n5cCWNL6eiaH2pQDPi+oghFX24ew3hkSI6am8S3/exF8s45U3SQEKHlNsWWO6Q3Ya/zXTfTo7zaPRls2MIIrG9R+j57Ffb5MB3XZxGFSM3R3N+CquQw2lU8WyrpXXx0DJ99L70D7blY/VJQtR0ss9+kdSxpwNfHYLomFUp0pyfwlycxaoUcZt1fMcJiI/n0XX6eZKHT4O0dlrdfTjEF74RpB1FSSAUlXAdn794d5iZKzmUgV7k7q41kUs5vXnJvBzT6f3ls3R/6ThKKrLjSNmjcJsWaiZG9EBgsaEPpCm+cw9jeuPUkaQFPfnsur2jiLfv+YHLsgByaC0xdmt1QocP4VZrKN1ZxEgYdddA4NS9Cl7TwFnaubZ3R4Tn9Fe6uX2hyOt/OI1jeQgi7D2T5Eu/O8yV7y+Rm9peaNZ3PYylOsbS4wvg1KEBkr/8VZqXr2PcuYc1u9Cx0drP8XN8HBx6pZ/Bk12Az8zVItf+9iHNokWkS+PZ397PzVdndh7l+fsIUSByaJC+33oZfaQHt95k6Zvvkv/2B3jG5qs/JZsg+dkjWHNFcn/5NpX37uKZrV5nokD02G56/9nL6MNZ9OFu4k/vx5hcXLf6lJMRsr/6LOGDu0CAyvtj5P7ibYypXFtHI2gKsadGyP7ac4RGe0m9dBxrrkjh1Y/wHRff9TAnc0GJf0hF7UutITxKKorSk8Ip1bEXy+gjPejD3VTfX9GqSRENtScFno85X8RbFUFabji5DEEQ1kR8tgNBVtpRkaBHlrOtVJUgyS0h7Xa2lQIxfnvc3ppxr4aWzpI9/0qb7HiOTfX+TfIX38RYnAnSbx0IkyCrTyT19EQhCMQPPEXqyJk22bFrFQqX36Z88yJOrRxouzpEXpxGLdBDP/Lnty/WuX+10d5/77DKC7+cxrh+B3O8jn5wD433LuPVVrSq0Zee2XCIUlil/x+eo+erTyGG1I9NdgCspSrV6w+J7OtBEEXUdITEU0ObEh7XcsEDSZM6G6ZuAEEQkNTg2fKctc9i/cOPiL/4WVJf+zJiJIIYDpH+la+vi16a4w8o/OXO9bU7IjzRtMKNN/OYjZVB5iabeK6PGvpkXVe9ZhN8n/jLnyVy/gzW5DSNKzcwxycDI6dPedRHEKWg667Yelj8VojUdQJR3hPq6bXmmK2qDkFsNQ0MlJn4rofn2pt2LH78gworQsVWDh/fb52rGzRf/Cl+9ARJQpDVlZx7+9jbu86u5XHrtRkKU3XqS0b7m13NGYz9eP6JigA/Lja+vy6e6zzZ++v7K/OXsJzG+iL6cBa32iD3V+9QePWjLclO8HMBp2qw8KdvUn771joRcPXSOEr3B/T+088jhTUiR4aRwh/grCY8okD05B6iT42CKNK4PcPCH/8Yc+qRijTHpXzhNp7tMvDffBUlGSH1hZPUrk9gTubaUSG32kDUVdTe1MqPJRFtMIOoKzRuTmHOFgjtH0Db1YWgym0CJsXCKNkEnmFhTq9dhfq2hdtc0W4IooQciWEVth/1k0ORgCwA+B5Oo7qtCI+khxEkaVvPgaTpiMpKOtB3XTyrQymwIBLZfQC9e6A98dYnx1h449tbirED7cvGaZifBeRIjPj+46tMIQ3yH75B4dJbW163R5uxtrGa6/k++Tkb3wPdLOOVGtQvfIQ9M79GT2be2bj5aPr5A/R89SmklubG9318y8WpNmnOFDHnSwiSSNfnDm2a5lozRNulNraAW7eQYzqiphA50I/w3asbNiE1yyae6xHpiaBGFerrC3k7QtIkIr0RfC/Yx2pYD6cp/OU3W/2yRggfPkj5R2/gPxrh6dRbbBvYEeGpl2wGD8cYe7+M2XARJYGe0TCiCNZW6SwB9EyEUHcUOaIhqRKCtD1WaNctli6uTR3Y8zly//Y/ou3ZTfj4YdTBAfRD+3AWlwLiMzaOPZ9bU9f/SUFNZtHS3UCwomvOPwx647BSlhoZ3EukbzdqMoOk6u2mgWZhgdrMfRoz41iVwmP7D62GpIXQswOE+4YJdQ+iJtJBwztBwLNM7FoJY2mO+uwDmgsPcepVPrZ4ShRR412EegaJ9O1G6+pBicQRZCUo9W/WMIs5GvOTNOYmMfPz22+E2IKWyqKmVl/nqbYhmSDJaF29RHftJdy/GzXRhaSGgmauzRpGYYH69H3qM+PY1eKG13n2epE9z/Ww++ks7//RfSRFJJRQWRqvMn5h8Uncno8NSQ8H97d3mFDPIGo8HTjOLt/faonm0iyN5fvbwcdkp/AdL9DkiAKhff30/rPPo+/uxinVWfqrCxReu4TX3P6717w/R/W9u50rnjyPxp0ZnEIVKayh9CQDB+RVkCI6sTN7EUMqvuVQfvP6OrKxMnif+vVJah/dI/nSCfShLJHDQ5jT+aB5aLWBtVAitK8ftSeJIEv4jouoSOijveAH47WLQdWT2p1ETkawF8sgCKi9KQRFwq00gn2ugmsZ2OUifqt/1XJfp8bDrRu/Au0GnMtRId91sYrbC+3LkTiirOJ1KOt+FFIoiqSHW5fLxzWb2LX1XkGCKBLZNdqe6H3XoXTzInZl6yoaQVF3HN36aUOJp9C7etrnY1cKlG9e3AZJFIJvaodIx+B+nTMvrTRVDYVFogmJSiEgOPbiEnJfd+C90zqus7i+QzqAmo3R89WTiKHW/fd9zLkSSz++ReGtO1i5Kr7jovUlST+zH7ZJeAAaDxZxqk3kmA6igN6XRElHsHKdvxfF8RKO6aLFVHpP9VK8v7XHE0D2cBeRbBjf9Sg9WO/v5dUbePUGgiQjxaJYM7PrCM/jYkeE58oPlviF/26EzFCI8oKJFpHp3x/h1oXipmXpclhh4OX99L+wh8hQEjURCsJg2wzFVe7neeOf/9na1IHn4VVrNC9fp3ntFkpvN9reEUJHD5D44ot4zz2NeX+CxtWbmPcm2hGhrZDY9xTh3qFVfyJ0VMvb1SJLl99cvwNBILHvBL3PfiUYpmMz9Z0/pDp+E0kPkz56ntSRs6iJzHqxXjJDuG+YxMFTNOenyF+9QOXeNXz38VbmgigR6h0ifewZokP7UCLxjtvpmT5iuw+RNg0acw8oXH+P6oNbj31cKRwldfA0if0n0TP9iHKHxyyZIdy3m+Sh05jFHJV7Vylcf29bH8rWyZHYf5Ke818Cgus8+e3/QG3iNpIeIX3sPKnDZza8zqHeYZIHTtFceEj+yltU7l/vWF5+8JV+ohmd7n1x1IiMFpY59rVBfvR/3PyZV2oJkkS4bzfpY+eJ7NqHEol13E7P9BHdfRDPMmjMtu7vxK1ttyPoBM92wHEJ7e2n/7e/RGhvL26lSe4v3g7SQ5uIHTuhfm1yjbj3UTjlOm4rWiSqMsIjH3IprBHeFzgDW/kqzXuzm0bfvIZJ4/Y08WcOI4VUwocGKb1+Dc+1cKpNrPkW4ckmECMabrmBoCqERnrB9zEmc7g1A7dmoHQnUNKxgPCIAtpgYAro1g2s2UeiHJ6HkZvBswwkPdzuyl268cG2Ip2SHkbvGWg/055tYcxPb/k7CFJPoqbDNkwO1WQXcnTle2GVC/idUlqCgLyqRYPTqGGX8lt/a0URLZlBlD9dER5J1dc4MFvFJZzm1u0dpFC43bH9UZgNj6XZlWtnGR6TdwxyrT+LnDuJ3N2F31ghom6lhnlvct11TJ3bR2ioK9BJ+T7GdIGpf/9jSh+Or9G9BhVWO/s+mXNlnLqJ3+q9qCTDKMmNCU/uxhJGoYk6FOfA1/eyeG2R/J3CxocVID4Q4+CvHECJKFg1m4UrG0c27cUcbr3+RIMWOyI8d98r8df/ZpwTr2To3ROmWXO58BezXPtRflPBct9nRzn8L84jR1V818dpWDg1c8UoaguYxS18eFwXe2YOe26B5tUbaHtHiZ47TfjsSULHj2DPzVN//xKNaze37E0iygrSctmoIAQRGC2MVcrhWSZyOIaSSFO69eG2xi5IMmoiixJPkz37eZL7T7b7vWw4Bkkm3D+CmuhCjSXJX3kbz94ZwxUVleTB02ROvYCa6NpWJYSk6USHD6Jn+ilk+shf/sk6C/dNIQho6V56zn2B6NABJE1jfUb70Z+I6Klu1FMvEO4dZuHdV2nMTe44pRdc5wxKPE33Z14msf+plfvY8bgCgqwQ7h9BiadRYkkKV99Zd527hqO88wf3eOa39gGByZ8WfYIOrY8JUdFIHT5L16nPosbSW95fQQhWoNHdh9Ay/WjXeilcfXtn97cF3/fxbQe1P03vP3mJ0N5evKbF4p//hML3L+2Y7ABBuflm3wPXWyEwAuvOV05GkBJBRMKtNrDzW0exrPkSXtNECqnoA13tChWvbmLNF8DzUboTSNEQbrmB2pNETkXwbAdzNo9XN3GrzZYIOg53QBAF9MFMcE5zhY4pvfr0A+xKKUibCCKhviG0dPe2moBq6e6gfUELZn4BI7+9XIIciRPq2bVl+kxUNcK7RleqsjyPxvRGEShhzb0IDAC3Qdy0ENGRg2z1ffjE8YiI3NvmokDvHkDr6qHT+TTrHh+9UaFabEWwBUh3y6iaiNn0ECQJZy6HPbvQnhN901r3PsixEPFjg4h6cF/chsX8Ny9S+mB8w7TTTuCZNnZhRVcrx0PI8Y19kmrzNSZ+PMWx3zhCam+KZ//1eW78yU0Wry9hlk1cMzCmlRQJNaaS3pPiyDcO0XsqiKDNvDtLcXxtVEjdNYBbq+GWyoD/xKUpOyI8ru1z970Sd9/bXugKAEGg/8W9KDENY6nOw1fvULm3hF01g7D4do7btLcWhkoi6q5+QscOoR/ej9rXizU5jTX5EHVwgNSvfg1t3yilb34Ht7TxCqd46wOKtz4AQA7H6H32FyiP/YjqZNBwT5BkMiee3/Z7KggC4d4htFSW9OGzgXAQcBpVzOIijtFEIMgda+netlBOEASUaILMmZdwzSbFm+8H1Q3bOaaskDryNN1Pf2FNBYTv+zj1CmYx1+47I+th1FQWJRxrV2Yo0QTZ0y8iSBK593+4bbKlpXvof/GXiAzsWbPS8X0Pq1zALudxbRNBVlAicbRUd1C+2tL5RAb30R+KMvv6X9KYm9hROk8QhCBll+kjdejMynWut66zuXyd42hdPUjKynVWY0myZz6PazQp3fpwTWqtnjfZ/ZkMelyhazhK76EklfmPb4T5cSDICunj58mefTnwYGkhuL/l1v0NVotyKIyW7EYOR9v3V40l6T77EoIosvTh64GOaifwQU5E6PnHnyNyZBBBFPFdD7fcwN+BAdlquLWP18FeioZWoh6Wg7uNdJpbN/Dtli9QVG+btOH7mDN5PMNCySaQIgFx1kd6EHUVe6GEW21iF6o4pTraUBZ9qJuKchdRldu6H2NiMRC4PgKnWqJ6/wZaq1O4nukjcegUuXd+gL/JvRAVjeTxc0HPKWj31touaRVEkeSRM1Qf3GqbCnaC3j1AbM+R9jvsNKqbpNx8nMbKJCnpYaStzAQFgdiew4R3jW5r3J8kPNvGs8x2Wb0SS25Z8i+FIiSPnkWJJTr+/cnPxTDqHu++GqRvRBFe+KU0V96qcv96E991CT11GGWgp/2Nd8tV7On5Nd9AJRluR3cAzLkShQt3nwjZWYZdWnmWRE0Jytk3gGu43P3re3Qfy9L7VA/Zwxme/5+epXi/RGmyjFUx8T1QogrxgRhd+9PI4eC7XJ4oc/PPbq3T8MSefwbj3jj1Dy6iDvQTPnaE0qs//NmktE68nKFasBj/aIUwpAd0jr6Q5sNvLdKodGDDAijxYHKZ+eEYd//wQ9zmExJPiiJSPIo6PEjk9AnUoQGQJKypGfLffxNz4iFupYoUjxE5c4LYC88QPvMU1R90SEV1gKSHUaIJzGKu/eD5roORnyV15OltDzM2cigw2xIlzFKO4o33qU3ewWnUWn4UQaWGluwideRpYiNHEJVAfS/rYTKnPoexNBtEPrZ5vOzZz7fJju95GPk5ijfepz5zH6dZb6czRElGCseIDu4jfex8EA1qVY6kj57DLhco3HhvS/IhhSL0nPsikf6VfL7n2EFq7vo7GIszuGbwci/3mVGTWVKHThPbfSgQVLY+/r3PfpWZH/0FZn5nppPxkSPBpCdKmMUcxZvvU528g9uotlZqy9c5Q+roOeIjh9rCTDkUIXP6BYx8UEa7jKvfesjRr+4i0qVx+tdHmL9T5urfbM+x+qeF+OgRsmdeapMd33MxluYo3Hifxsw4jrH6/irI4SjR4YOkjj6NGk+37q9G+tgz2JUCxVsf7kwrJtCuhHIbFoIsIcVCdH/js9ilOvWrEzvWnvnOx1zJrdZObLNMe3WEWRDFNSTdnM7jNkyUrjhKOkpTFAjt7kFUZYzJXFDG7ngYk4tEjg4HZEiVUXtSiGEtSDdMLG6YVivdvEh05CB6zy4ESSJ17GncZp3SjQ9bbRFW/U4QkKNx0ieeIb7vaDB2z6P+8B7V+ze3NuJbhfCuUbrPv0L+4k+Cvlqrr5MoonX1kD3/yhpSVb59CbvSueu373kYCw+J7t7fcmTWiO87jrE429GVWdRCxEYPkTn3cpBe+5TBqZexynmkUFDqraWyxEYPUbl3fX3KsdVxvevM54jvPUqnVXCmT6GrV8VqegztD843HBXpGdRw3SAKKYZDND68FgiXl+cZy173DEsRDaUr2v7/+r35tR5STwCeuUK4RUValzp+FJXpCu/9mw849bsn6TvVgxySyRzqInNovfu37/u4lkfhTp5Lv381MCt85PUQJAlBUUCWEDQNKZ4IhPYdxeA7lxTsjPC8kuH2heIawiMrAsdezHD3nVJnwuP7lMeWSB/tCyo7Pu6HrQUxGiFy9iThk0dRhwdxlvI0b9ymcek61uT0GqMit1ii+tb76If2oQ0Psl3Jpu86SIpKdNceylYTz7KQI8HksV2LdqCdWjELi8y+8U1qU3fW3Sy3GQjkGvMP6TlXo+up59qhVTXRRfroeZrLJZ6bQImnyZ56ETnc+mD5PvXp+8y99S2M3PomrC5g18oYuRmMpTn6X/xltGQQkpf0COnjz1CfGccsbhwGF0SJ1OHPEB0+2B6z7zqUx66y8M53N9TlWOU8jZn7pE88R/fTryC1TLvCvUNkTn6WuTe+uWEpbCcspwqN/Dxzb3yT2sP1BnXt67wwhXP+y3Qdf7YdGdASGdJHzzGbm21f5/Jcg4/+fILbP5hFFAVcx8NzfnbaHTWeJnP6RSS9RWZ9n9rUGPNvfxtjaW6D+1uimZvFWJql/4VfQk0EHyM5HCV9/FnqsxNYpc4tYzpBEAR8UaBxY4riD6+gj/bS9ZUzqP1pen7jc8yW6hiTn6zXkNsw2+ceuBnLbW+djSBqSjuq4xnWmpWyOROkrISsgNqXQoqGUPtSIAoYk4vtCFJzfB7f9dB2ZYKqrr4Uoqbg1Q2shc4kAcAq5si98xq9L/1S0HohHKX72S8R3jVKbfwWVimP7zoIihpMunsOExna265qssp5lt5/Hbu8Pc2b5zg4jSpyJEb65PNomX6q965jFnP4ttXqydVP8vBptEwftDQizdwMpWsfbPweei61ybukjp9rN0RNHD6N7/tUx65hVwOBtqTpqMkM0ZGDxPYdQ9JDbRKlJtKd9/0zgF0p0Xg4HlSdSXJwX577CnIkTmN2AtdotNtM6N39JA6dItQ3BD4YizOoqeyKEFuAI09HOfp0FEkRGD3aSrk6Pnev1FmYCp5PN19CO7IPdfdA+xl0y1Wq87k177OgSEjhFZG3lXsM49Mt4LuB8SYCrZYaW6QyfMjfLfDW/3KB0S+MsOt8P8mRBOFMGEEKGlT7no9RNilPlpn9cI7733tAZboCHQJT1vwC0c+cQU4lkeIxlL4e4p99dp0jup3P07h8dcfntyPCo+gitcLa6IxjeYiigKRucGF8mPr2LRL7s3SfG6Z0J8fSpRlcw8F3vY4h30778Oy1REnpyZL48kvYi0uUvvkdjLvj2Au5Db14/n/23jNIsis9z3zOdelNZXnX1dW+G90NDzSAATAwBMbQDknNiMsRJcrELoM/tIo1P3YVG7GK2I1d/ZBEhSRK1IoipaUTB+M4HIAzg0EDDW/a+67q8iarstJnXn/2x82uqiybVd0YzDL0RiDQnZ038+Y5997znu97v/eTloVfq+/IsdGplijcPEfbfY+TOnA/vu+i6AaKqjP/3qstfw4E1RmL59+iusEivBq+bZI7/xbhzj5iA0FqSCgK0YF9RLoGglTPJhCKSvrwg4QboXIpJVY+y/z7r2Fmp9lSxCYl1cmb5M69RfcTX0RtdPoOZbpJ7LsP62xu052kke6g7eiKb4WUkursGNn3X9tWhOy7DksX30VPpMmceAJF1RCqRmLvUUq3LlIeu7rl8Wvh2Sa5c29RnRrZepwtk9zZt4h09hPtGw7GWVWIDewn3NlPfS6Ipu1/sovjXxpoqijMjVV463ev7+i87gWEqpI++jDh9p6V+c3NkX3/tUYDyq3m16cyfp3F82foPvXyMrkMd/SSGD5C7nxuR/YA5niW2d//IeZYFvXcKHp7gtRTx4ge6KPra08z+/s/DES8PyG4hSpezUIJG6ixEFo6hlvY2udLb08GpAdwFkpNhMevWdjzecJ7uzB6MhhdKbS2OF7VCvRGjfea4wtIx0WNh9G70+jdaZSQjjkRiJo3hZRUbl9j4e1X6XzyJfRkBsUIkThwnPjew3j1WtB5W9Ma5eTacn8vq7BI9syrVCdb783nVgrMv/V90kcfIj58hNjQQaIDw3hmDem6jcU9htJIBUspA1L1/utYS1trhMy5SfIXPyDz4FMouoEaCpO5/wmSB+7DrVdB+gjNQIslUcNhkGAtzJF951Xiw0dpO/l4EAH/KYD0XPKXPiDSv5do3xBCKITau+h+5ss45WJQmq8oqEYYLd6oOnVsSjcvkL/4If1f+BsYjQ0jEk5/K0+t7OF7cO2T4Hr0PYlZ95dlivUrN7Fnso1oSmPDuIGGB0GzVMD1uetq2jXQ4uHlQJV0vXXr7mao5+pc/pMr3P7hGLGuKKFUCD2qI9TAmNAu21QXalTnq1uStOoHHyMtG2OwH729HTUaQe/r3bh6cxfYEeGxqh5dwxGuvSOWK1QS7QZ6WMGzN/8RxVuLXPxnb3L075/ixD98mspkkcpEHrtQD4RN24Sm7HydsW9fappbr1gi/8r3MK/dbNltuXb20jrHxq0gXYfcxXepzU8S7d6DYoRwq2WqM6NBmqvVz5ESMzdHefRKS6XXdmmJwvVPiHQNNKIWAiPeRqx/P7X5iU0XJi2eIrn/BEJtdGL2XMq3rzRIUgshft+jNHKJtqOPEO4aCELUqkZi6DCFqx9tXM4sBLGBA4Qy3csv+bZJ/tL72IXWymV922Tp4rvEBw4QaizmWixJ8sBJqjO3N/b/2Oj8pcRcmAkqkFoa5xyFa58Q7uxrROEERiJDrG8v9fnA1v3gMz1c/Msp5q8Wly3tP6sIj55oI7nv+LI+SXoupdFL1OYmaXl+b10M5rejb9X8HqFw7WyTP8x28KsWbr4CUuIVa2T/7Ax6Z4ro4QESjx3CyZXJ/ulbeOW70+a0fD4VE3M8i55JoGUShPo7lvtXbQShqYSHu5e9TOojs8t6njswxxdIPn4YoyeN3pFEa4vjFirYsysk3itWsecLGL0ZwkNdGB1JhK5hzyzhb0V4uJMuOodbq5B5+BmifXuDjcaG5doSzzKpTY2S++g0tanbLRNUKSV2YYnKyGXM7DSdVp34vqPLKfu18D0Xc36KxQ9+TGX06rapA9+2yH30BoqmkTr6UJAOUlX0ZBt6sm3de6tToyx+8Dq16TG0SAz/yPaFHD9J2EtZsm/+JV1PvUSkb2/QINQIEWrvanrfHU1k8epZch+fxrcszIWZFcLTwIV3K0i/2bpF1QSeDKIpxmAv0ccfQO9qx6/WURIx7NuT5P/4u01jL10fz3KWe16p8dCOXbq3glAVjI6VSk+vZgWR01YhobZQo7Zwx2Rx5fVW4ZVKlN95D6FphPfvI/bASfJ/+Sq+ueZe2iUB2hHhuf5egef+Vj+qpjA3UiWa1HngpQ6yYzVKi5unHvSYQeejg4Q7YuiJMJnjETLHe1r+3tJIjvHvXm5ihu7iEu7iDjqm+j61j3febVy6DvXsNE5pKbBLr1cbeoEdzKLvU5+fCnLmLX1pkIayS0uEO3ob0QeVaO8eVCOy7OmzFuH2HiKdfSsaGtukNLJB7nkLOOU8Zm6OcGf/csVCpGsALRrfkPAIRSM5fKypUsPKLwTppB3Ays1RnRkN/ItEYFkQHzqMHk9iLbVIeHyP+vwkTrnFyIKUVKdu4ZQLKJnulXHuGUINfYhn1nAsj0rWpF6yl6f8s/HeEYTbe5evBwDPrFEavbyjijantIS1NE+4o5fGljGY30hsR4RnLazJBeb+4Ef0/9aXCQ120PbC/ThLZXLf+eCepbG3gletU/lkhNjxIdR4mMTjh6hcvI1X2phwGX0ZEg8fQKgKbrFG9fLEujS1ORZUzejtSfTuNFoigjWxgD23kqry6jbmeJbQYCeRA72oEQOQWDM5vPr2i4X0lQXsDgAAIABJREFUXCq3r2EuzBLbc4DYngOEu/rR44F2wXdsnHIRMztNdfIWtcmRhk/W9jAXZpn90SsIRcEu5PAdG3spy9KZbyHnrhAeOAzp4LsUTcUQJk4+S+76dQo3r2IvLdDqc86rVcie+T7ViRHiw4eJdA+iJZIomo7vubiVMtbiLNXJW1TGbuA2noXl0Wv4dpBSs5bmNxQHe7UK2bf+EjUUWfY1WzeOvkfuwzcoXvkEkFi5jclu4dKH1KZvAwJ3s/J8KalNjTD96p+S2HeM2NBBQplu1EgUhIJvmzilAvW5CSpj16hNjwUl+0Kw+P7rlG9dQXoO5kLQ/mRgX4hkRuPCOxU8VxKKKDz2MymuflhhcdYhfPQAtQ/OEz40TO3cVZRYBL2va91p+XUbt1BbJjzhgUzgEdViFGY7hPszhLqTKx5EhRpOfmWtCcU12odiLN6u4Jje9o+d3T4nPQ/peTiLi5gjo/i1WqBpugfYEeG59EaOZLvB0c+1cfK5dnxfkh2r8/ofTFErb64t6X/hIIf+1iOoYQ3fcrHyddy601o6i6D/1maDJwwDJRYJXHw3gF+v49d2ucsUgkhnPx0PPku4vZfy7ctkP36d+OChIHrSYrrF9xzMxW1SSmtgl3LYxUXCHT3cocqh9l7UUHhjwiMUor17l3f/AHa50HKUZTWs/MKyMRoEZapGqiPQiKyBnkhjtHU2vVabHl2uAtsJKhM3gwqrxlzq0QThjj6sFl1opetQX5xhJ+NsFRexi7mmCFW4oxfFCOOZNWp5m+f+4TGmz+exq26gmVkwufqDjXs5fVoQikK0b838lvK7nl98CY1bRjHCGKn2bVMXW0JC7doU2T99i96/8yJae4L2n30Ud6lM4cwV2KY33t1Cuj7lj2+RfOII0SODJB87hDmWJf+Ds81RJkVgdKXp+MVThPd0Il2P8sc3qY/Mrrts7JklpOWgJaNED/YBDW3Pqgow37QxxxdIPyuIDHfjWy5+zcaaWdqRC7dbKVK8+gnlkcsrHblFoH+QXlA55Ns2O7m23XKB4pWPm17TNPj8Y5Kv/fIM10bn+Ke/W0dRNZIJld/6uzEe+7zC//K/zZBd2vn969sW5VsXqU7cbP4NyIZTsxVEa1ftGNxKkeK1s1t/rmNRvnlx6y9vpAi3Q236doPwbA+nuMTS+XcoXjsbFJE0nkvLTUNts9mbSErqsxPUZ5uLGvqGwxhhsZzJ8DzJ4IEwc+MWi7OBONkrlPFKFZRICGd6jugDx5Zd6VfOp0Z9Ok+4L4iaRYc7CfemqY3evV5OaCqZJw8ui6KllFhzBazsCimMZQy+8D/eRylrcvNMlumLBYqzdRzz09nQuIs5qoUC0nERhoFQFXzbuatS9R0RnnrJ5Ue/P8kH354jnjGwTY/CnIW3VYhfCHqe2YcW0anNl7n9ykXyF+ew8jV8p7UcpO9urPXRujtJPPMExkAvQtM2LBWvvPMRlTPv7+BXrkANx+h65AVcs0pt9nYgFJWBx01s75GWCY/0vJ0vTL6PXVgMiEdDWKnH04Gb5wYQQhDp6m96zS7mdtyJGWiUua5eoMSGoW8IfEHW+t3Uc7O7MrWzlubwHWfF0r4RfSjeONfS8dJzdzXOVmGBhO9Do3eQnkijhsI4QGG6iru61Pqzsg1RFCKda+a3lNvVOHtmDYlc+Sli8/ndEXxJ6f3r6Jk4XV97BqMjRdfXnsVZKFG9/OlXtllTORa/9R69fz+F3pGk66ufI3Kwl+rFcdylchCy720j8fBBIof7EapCfWSWxW++t2Hqza3UsefyGP3txI4P4bse9dE1lYOejz0TkCCjNxOU51fr2DM7iD7fgZT4ltmSE/Ju4brw/R/WiUQUHjxp4DaioYsF+Jf/XOH/+McZQvrdkVPfNltOQ/+0Q/jQZqaIWymm/VEcdl4V5dg+HX0hNF1ge5JQWCGaVPEaGQvzxm0QYN0cI/HS00FKdGJmXSjZKdapXp8l9cAQiq5iZOJ0vnyCyd9/s2E0uNsfCfEjfXS8dBy1oWnzLZfypWm8ysrvLc6Z/PBfXGXf45089JU9nPq1YSbP5xl5Z4Gxj3NYlXvcy9L3QWjEH3uE0L5hhKbi5gvUzl3Anl4/Pq1gR4Qnkgi6vJaXHMoN8bJmCOIZnWrB2TjEJVhWes+8fouxb1zEs+5+YJR4jNQXnid6/324uSV808IY6AuEy4qClklTv3QNe3J619+hhWOo4Shz771KpLOfWF/gG+FWi2jh1jv8St/Dre08XWCX8sGkN3biQlVQoxu76QrdQE80d9iNDx5k36/8VssGj3egRWJNkQRg0xJSI9G2YlBGsBtzK8VdXYxeo82FFm2UXjaMH1uF9P1djbNTyiOlj2gMtFDU5Sq3W2/O03e8je4jASGYv15k5tLm1TefFhTdQI83z29iz2H2/epv72J+400RUYFA2cKkcSeQtsvSD86hZRJkvvAwRm8b3f/N55n+199b12bh00D541sITaXzVz9HaKCD1JNHST58AN9yQYASNhC6irRcKtemyP7nNzAnNt4h+zULcypHaKgrECyXapij66NgdraIs1QmNBBcq858Hnv2J3eNCAGPPGjwC1+KkWlTuD3u8q9+r8RAv8ZXfylGV4fK3ILLH/5xhcnpn+4egz9tUFBoF710KQMsyGkcuXPCc+tCjeOn4vzaP+qlsOjS0adjVj0WFwEhsK6NBIJ5KSl++wco4VAg11h7X3s++Xdv0vHcMUJ9aYSu0vH8fdjZEgs/uIS7Sfp2y99naMSP9TP4G08vR44ArNk8S+82yxI822fibJ7piwU++dYEPYeSHH2xl5/5R0epFWxuvpXlxptZcuMVXOvuI7oiFCL14nOEhoewp6aRtove1UHbz3+Z/PdexR7f+SZqR4Tnc1/tZ3GyztnXVgS7HYMRnv16P6/+63GK2Q10PL4k+/4E7ff3oehbGzjtBFomTfjIQSoffELx26+ixGN0/L1fJ//n38WZmSP50udR4jGc7N08ZDcWbaiReMsOnHeO9+2d3yieWVuzmIkmo7nV0MLRZbHy8muRWJPx4K4h2DRleEegeAeebe2olLwJvrfORE3bhOBthKCj8+7GmTXjfKeP0KHnexl+vJP5G0WEEJz4uUESXWEufa81O/97BS0cC6KYq1+LxlfI4d1A0DSHdwu/ZrHwyjto6TjpZ48TPTpI99efZ+bfvYrbggPy3UA6HsW3r2COZ2l7/n5ix4cwetIo0TD4fqO/1SLlc6MUTl/a8ny8+krzTyEEzmIJJ7de9+FkC7i5MuGBDqQMCNDdGinuBL3dKv/gN5J8769qnH7bJJkQ1E3J4qLHn75SJV/w+Ad/O8kXXojye3/46Y7/f8V6LM46/NnvzHHs8Tjpdp2zp8tc+aCC+vAjKOWLhA7sxbw+ijQt3PmtI9TVW/Msnr5K/9eeQCgCLRFm4OufIzrcxeKPr1C5PtMUldkMSlgntr+L9GMH6HzxPvT2+Ir203LJfv8C1tzGmlPPldjVYP2zay7VvE1l0WLgZBtHX+zl3HcmOfvNSZz63ZFrvauT8P5hlr7x7SCiAwhdI/WFl4g9cPLTJzwDR2MsTDQvSK7t0zkYIZrSNyY8wNRr1wm3R+l4aIC9v3SC7HvjOFW7UZYO26W1pCdxq82fLUIh1ESM+tmL+HUTEW2kelQFv1ancuZ9On7z1wgf2kf9/OWd/MyV32ZWcSpF2o49FnjyhCIk9h6l7eijgVi0RUjfa8lufd1xG/SyWh1NWQ1FD7XUPuJeQ9GMppJS6bm7JrVSyiaydKeKSKhqSy7T0vd23IAUWJ/2Eyw7rQ4+kOH9P7zFwkiwUHQeSPDw3xj+iRMexQh9yqW72+fqnGyR8X/yJ6AIvHJ9y7Jrr1hj7g9/ROHHF0AERGS19sWrWsz/0Wly3wtczc3JrR/0XsVk5vdeQ42GkK6Ps7iFMF2CNbnI/B+dRu9IoKViCEMH6eObDm6+gpOvbF/p4fnkf3iO2pXJwGSxXMcrr3c19qoms//xR+jtCfSedvTeDrr+259HTcQQisCr23hLJcxb01TP3kBaW6cfjL09tH35Sfy6SeH77+PMbr1pG+jXcFzJOx+Y5As++cY6lU4rvPj5MN1dKsePGrz34b01qfuvaA1CBCvcyMUaSiPbkcxocHAA88ZtIvcfxZlfxCuuIqO+H5Smb4CFVy8Q299N+uFhhKagRgw6XjhG8sEhzKkl6pM5fNtFrOpTFupro/OFYyiGTqgnRWSwnVBvGqMz0dTPzHc8cmeuk3vzWlNvLgBFFaT7Iux7opN9j3cQiuvMXMrzo9+5xsJoGUUVDD3czmNf3cvM5SJT5+8uyqmEQ/iWhVda2WRIx8WdzxI6sDuX7h0RHkUVuE4zOZF+8PpWa21yfzvWUg3f9Tjy9x7nwN98EHOxil0y8W0v0OdsEZavzVe4/K/e3lAEuGxI5PsgfZRQoP9w80HnYr23e9eEx6tXWTz3Jh33P024qx/VCKMn26hOj1C6tXPTo50iIA7Nv3lTUqMo60oU7VIep1LYVXqp6TykDDqKb4S1ZZEtutxu8kUbEEMBKAQWep8SNiJoDXLhmB7p/iilrIkA2gZi2He5c9kVNpzfpUZF2l3Or+9vPr+r4Js2lfOtCT4B3FyZymYRFM/HXKuH2QLS9ahf31l6Wjou9uzdpZecbHF7PyEZ+BJpPR3En3sEvSsdROPumLZJGVSJnh+hfnUMbxvCk3jqBImnTyJtB3exSP47b2/z/YEea/XVIQT85q8nmJ52+d3fL/M3vxJD0z7DvlWKQI1HkJ6PX/3roe9pFd17DL78G530DoUwwgquK9F1wX/6cRHn5Wcw9vaTePFzTQTHK5Yp/+CtDZ+lVrbI5H98E6EIUg/tRagKQlEIdSQw2uMkjw8gfdnkkpy8fw+J+/qDKI6qBMeseZ5I36fw0ShT/+lMU3XWHaT7IvziP3mAat5m7MNFbryVpZw1m9JXtz9Y5Mjne4im7r7foF83UYwQWlcXXjmQKijRSNBvq7S7SOWOCE9xwebgoyluny1i1TwURdB3OIZmKFi1TRYBRXD0H5widXilkkcNa4TaN07NbITy6NIyS74DaVp4pTJaTxfW6DjScfHKVYzBPswbI4GqW9PuerGvZ6eYees7hBoOmm6tglVYQO5ADLzbnXmgo1lzUW4W6fC9db+1PHaVxU9O7+hcN4O3iQgxiKistuhX2ZL9bgWhoKxKy8kGAWo1ahOQwZ0/1NemimBlnK/9cJYHv7KHYy/3IwHX9Dj7zdZafNxTeOvntzR6mdzZt+6q6/nyx9s/uRTMX0cYve1kfvlZjIFOpOVQv3wba2IeabsoEQOtI0390ih+C6XqQHAZS1rSZ01Mefg+PPd0hLffN0nEFUbGXOIxQbHsk0ooPHgyxIUrNooC0YggGhGEQoJkQlCrS4SAZFzBMCAeE0Sjgnpd3jMLBi2TpOM3voB1e5bCd99Z55zbCpIiQ6foZ96foFPpR8NgXk5gS5M+ZR+aMFj0p1mSKzqrMFHalG7ipNGFjic9qrLIopzBpDlap6CQFO10iF50EcKUNXJyfWXqHYSI0CH6iCtpFKlQo8KiP0OVEquficPHouTmHK5+VCXdoXH1oyqnXk5ROfMRVS+DEoti3Rhtqib2TWvztUtCbTTL+L97nd5feYzMU4dQY6HAVkOIoC3DmkMUTYVNOtNLKfFqFvl3bzH9x+9izW6cyqqXHN7+jyNMXyxQyW18Hds1j09emWBpamvTz1bgLCxi3h4n/cWXcLJZcD3UdArFMMh/b2fGv3ewI8Jz7rUFful/2k+mL0z2dp1IUmPoRILzP1ykuLCJbkNKCjcWsMu7D6fWZkvrNrFusYQ9OUNozwDVdz7Etyys0XHiTz6KMAzUVAIlGglEzHcBoWro8RRaNIFTKWItzaOGI0hVa730WlFQtLVGYi0cpofWsfDNqh8821qXShIi8JrYja6lVfhWvVHC3hD8ajrKLvUgd3rxNH2+bbXsMyNE0KPL2+HarehrDLzkyjgvjZe58to0qf5AC1XJ1u86N70beI61LvolEDjV4j0htJ81ouEOFEWjVl/Al5+9sFZRdBKxHhynTs3MsV0ULXx0CL0zDb6k/NZ5cn/246BTui9BEQhdQzpuS53kK29fQm9P4ZaqVN6/su375xc8/v1/KvNzX4jyxGMhbo263J4o81++VeXnvxTl8EGdN98xKRR9UkmFr381zvEjOuGIwn//Wyn+5BtVYjHBV342RjQS/H+wX+Mb36lSqd4bxmMMdBF/9Cg4XnPfsx0gTIxeZZiwiBEmSkTEScg2LOqEiRIWUZJKG5ZXp0oJgWC/eoKEyOBKB4mPKjS6lUE6ZT9XvY8wubMwC7qUPexTjiEBW5pERYI2sd4PByBGkoPqA0RFAltaSCFJi066xSAj/kWW5NyyUSlApeBSWHToGjCoFF10QyGqO8xcvY2aSVO/eB1Z31nkqz6RY+L3fkz50hQdL9xHdF8XWjy8fTuIBgKiY1MfX2TxR5fJnb6KW978HOpFh+tvrBftq7og3R8lN1bFs33GPs7dbdA5OD/LovSjHxO9/zjh/fshouLMzVM9fxFndnMiuhV2RHhGz5V45f8a4eTzHXTuiWDWXN78o2nO/3ARx9xkUZJw4Z++sauT2wp+uULp9bcQd7is41L75ALhQ/tJvvgsIKl+cBbzeuv26+ugKCT3n6DrkefRoklKIxeZffsvSA4fR2gqufPbhJobEEIJTKt26LSvxxJr0hgSdxNzOK9eXddpWYunPnVdj1MtBQtuQ/OiGmGUTUrnt4NQNbRYcs3n72DQFAU1HN22ncVaaGvGWa4a5/t/YYhUXwSnEbZtG4yR7KmyOPKTFX969eo6rdGd+f3sOnvdKwgO7n2ZkJHg8s1vUK3f3SblXiBsJLnv4K+wVLjFjdvfx5dbExWjpz0wgfN8Ku9fxSs036fSbF3Ib43NMvc7f97y+6WEsxdszl5o/o6337d4+/31m53f+bcbG+59cn6XxQYtIHJ4cNdEZzUUVHw8Lnrv0K/sY796gnl/kvPeGbrFIPvVE0RFgqosIZFM+6MIxqjIAi42IaLsVY7Sr+wnLTqZkwHhiRJnj3IIH5/r3scUZQ4FjT5lmAPKSRxWxkbHYK96jIRo46Z3jpycxcOjTXRySH2IfcpxKl4RqxFBmrpl0jVgkJ2yeezFFH/nfx3ArHoUc8H9XHtvax+ireCWTRb+6iKFD0ZInBwkeXyQ2OFeIv1tqPHwug0zgGc5WLMFqjfmKF2cpHh2HHtxfVChVcQ7wjz9dw/wrX/cMPa9hw8kv16n8t6HVN778J583o4Ij+9KRj4uMnGpjB5S8DyJXfM+G+dZKbGujzS95GYXyf3hn6J3B4Zizlx2x6x5NfRYksyxx1g89xZqKEIo3QkyWAxTB06So0XCo6roibamLtytwEi2NxEW3zI3LbuWnotVyBHu6Ft+LdTWFRjo7cIEsFXY+QV8x16uahKqSijdQUVRdywg1mKJ5qoyKVs2Hbzz3UYijZndmaA46BDfPM53Oj3rUZXpC3mWJqrL6QW7do/9JlqA7zrYhUXCqwwSQ5kuFD20qwrAny5IKtU5LLuM6259v6qKjqZFse0ycqPug58RRFgPFvSGD89/xSpoKuEje+7JR/l4FPxFbEyKMgcIlvx5XGwqFBAoqKuWtYJsJs8mVRbkNL3sJSKiy4tzUmSIEGPCv0G+cYyPzbw/QZcYICJWqiGjIkGH6CPrTzEvJ5YjOXmZJetPslc5RkKksWRAeKZHTWbHLTxH8s1/m6WtS6ecd8ln711k1inUWHrzOoUPRtHiYdSogZaMoqcjgRWDAr7t4ZZNnHwVr2rils2gCa4MIpqqquO4zWm+aNpAj2wdsW/fGyMUv3vNzk8COyI8QkCyy6CtJ4y6RgA3ebWMXfuMH0BS4uWLePl707RQMcIgBNWpW0R79waEh0DPsjb1shWEqhHO9FCi9dYWihEOHIxXLcRWYXHTxU1Kn9rcOKkDJ5Zf08JRIt2DLQlSdwszn8WplZs8gCI9e4KmevbOCE+0Z6jJ/0dKP+hp1SIUVSeU6YGRS60fY4SDeV21E7IKC8uaJdfyOfGzgxSma3iNqoXCVJXc7d23YdgNpO9Rm5sgue++5de0SJxI9yDlHVQM/rRiZPJHLb0vnRqmv+shro1+F9u5e53AbqAkohj9najJKGo8ghKPEN7X3+gurZB8+n7cY3ubjnFLVaof38BfW+UlBKHhXqLHh9d9j++41C+OYk+1EPESEBruI3p8GDdfpnzmYhD60VRCA50Ye7pRE1Gk6+GVazgzi9gzi1um2ETIwNjThdHTjhKPIFSloZWs4S4UsGcWNxYgC4GajqN3pNA60xgDnYT2BK1bjIFO0l9+AjZoN1J+9zLuwtbtdyRyOdri4zX+bjX+zW+It1fuZYFCjCRRkUAXBioqURLL/0bj/SERRaBQlc1rh4dLjQoRVghPhBg6BiERZo9yZPUUEBNJBIKoiC+TKd9jufdkMedSzH16GybfdLCXTQhbt2SJhztJxfqZXGiOpJz69WEOPtO9yVEB9LBCLb/D6KBQUONx1FAY6ft41fKO+lzuFjsiPEeebOOF3xzECKtEkhpmxcWIqJRzNn/0j6+z1EKjMaEqqCE1cA9usfGZ9H3cypoBVRVCw0PEHj6J1tnREGSt/7zqB59QfWd34bA7vXVWp4YU3SDS2b9xI81NIFSNSPcAitH6bjzc2YeRbFsOSUopqS9MbR6tkZLazG08s44aDlJKihEiuf845bFr69Jd9wq+Y1GdvEWk0WwUINo9hJFs27AVxWYQmk588GCTH4y1lMUqtJ7eEJoejLMealm3FOnqR0+sGefs1LKGJ5LSOfetcfKT1eVIpvMZRHjw/WB+rfqy27YaCpPcd5zKxI2/Fjqe7aAIjWSsD8NI8tlZXkPk6BDtX30eLR1HGDrC0FYisQqkv3Rq3THW2BzWrWnstYRHEYQPDZD5G88Hz0RFCR6LQuBV6ixU6i0SHkH48B46vv4y1tgclfevoCZjpL/wOLFHDqO2JVDCBngS37JxsnmW/ux1qh/fWP9ZmkrkyBCplx8ltLcHNRlDMfSgGMHz8C0Hr1LHXSxQOn2eytsXm0TIWjpO929/Ba2rLSCEkdCyW3xouJfQcO+GP8Eam9uW8AQsYk2l8CY5FIMwe5VjpJWOoNEnDh4uOnoTKQqoT6AS99dEDSUy0JSt2JIjCHr9JWknKppT8AA1yngt6NBSKcEXvhTmzTcsZmfvXbAgpCdIRntZLN2iLTaE49XRVINktBfPd1koXiesp4hHulCESrE2jQjsR0lG+zC0KLnyKFL6xDIhbr45z9TFzecl3RfhwFMba53WQqgakeH9JE8+jNHRjdA18CVevUpt5Aali2dxC7twKW8ROyI8D32xi7mRKpdOL/H01/o4/Z+nGX4wiRFWqZW2WQSEIHmgnfb7+0jsbUNPhFDU1vQlG5Wl612dZL76C4hQKBAmb5K6ks7uFwK3VqY2N07nQ88hPRctmqDzkeeJ9gyR/eAHLX+OEBDu6CPSPUh1cntNkdB0EnuPNkVNfNuiNjO25UJu5ReoTN0iuf94sIALhfjgQRJDhymNXrrrirUN4fuUx67QdvyxZfdpLZYgfeRh5t/9fkv+OQCJPYeI9OzhzpNF+h7lsSs7I5YCIp39RLoGqE6PbP9+TScxfB96fOWh5dtmY5wDgljOmhz6fC/1oo3fuP4KUzWWJkZbPq97BWtpnur0KInhY8vzmxg6THzwYNDm5FOY32Ssn1AoSbE80RRRURSddHIIgHxhFIlPNNJBLNLBUmEUQ48Ri3ahqSEcz6RSnceym3fPhh4nnRxCVYJwuO3WKJTG8bzma1xVQySiPUTCbXS0HULXo3S3H8f1gnvedqrBcf5qUi+IRTqIRgIxtOuaVGrzWPZ6/YoQKvFoN5Fw4DRbq+eQWyxYfrmGeWsaJbQSxg/t70fvbgNfUr80us540Fks4m+0IfQl5vVJll45jRqLoMRChPb2Et7fv/69LUIYGkZ/J+mffZL440eRjoebK61UjGWSqKkY7tLG91b0vr10/uaX0XsySMvBmV8Kfo+UKJEQalsCvTOF3pGidmFk3XUnfR8nm1/2LFIiISLH9qKEDZyFAtbIdOAsvAZu4d5FTQWCPmWYHmUP0/5IU1uINtHJCfXJlfPFx8EBBAbhNZ+joIvVBSdBRMmXPhP+dab8jZsk+y3YaKTbFL70s2E++diBe0h4bKdKWE8R0hPEwh3kqxOkYgNkC9dIRHpIRvuQMtCWzuUv4/pW8HqsF0VRmVr8eLlAojhXZ/S9RaYubJ4lyOyJsefBzPYnpijEjhyn48UvIRQVO7eAXzQRioKWTNH21POEegdYePVbuKV7k6VZix0RnnBC5exrC8zdqlIvu8zfrpGbNvnF/2EfyU4DcxN3UaEq9Dy1l4N/62FSBzqW2f52kFIiPUnx5sK6snQlFkXr6mTpT75J/fyVRjRmA5+eXbaRhyB6kTv3FqlDD5AYPIQQAi0SZ+HjH++wG7hAT6TInHgSK78QtF7YAtHevaSPPLSqWZ1sLHZbL+JevULh2sdEe4fQogmEEOixJJ2PvRj0A5sZa7niCRoVV5qO79hblj7XF2YojVxuNP5UUFSN1OEHqc2OU759ZVstT6iti46HPr98zlJKrMIipZFLO4xcCPREG5kTp7AKC5t3Q268N9Y3TPrwA03jbObmqM2ueM1c/cE0N083+8W41mdTReTWGvPbswc1Ejij6vEUnY++GDQ6nZu45/Pb03mSjswRrtz6ZhPh0bUIw/3PAIJCaRzp+2RS+xnqe4rJuffIpPYTi3SgKgY+PrXaArcmfkCpsuKlEzLi9HScJBJKE4m0U6udcT70AAAgAElEQVQvcunGn1NbQ3ii4Xb2DT6HYSSIhNIgFPb0Pbn8UC5XZ6nU5vHsgPCoik5P5/30dj1I2EghhIrvO9TqC4zPvstSYYQ7zwpVNejvfoS+zgfR9RhS+phWkaXiCMomdhL1axPUb041xQg6/+6X0TsfRHo+uf/yY6yR5uayUsqNjQ6lxLo9i3V7JRqa/tKpuyI8ajxC5pefJXxwgPKZi1Q+vIabKyIdFyVsoHemUVNx7JkNzB41leSLj6D3ZPDyZZa+8Sb1a+MNAidRwiHUdDxIkw10UbswglyTnvKKVbL/z/eWx0fvbafvf/41lHAG88Yk2d/77obmi61ujlqBQCEqEkh8FuTMcjWWikZMpFHWLH01WcLFoU3pIutN4hKcX4QYSZFZ894yFQq0iU5muY2N2ehNF0RJFJR1kaKN4Pvc09L/O5D4FGtT9LTdR6WeXaXLaZStN77Pdqq4ntVIBQpc10RKiaElcBv34LlvT1Ivbf0MruYsLr26fTNlNRoj/eiTeLUqS2/8FebsFL5lBYQnkSRx8iGSDzxK7PB9FD98526GYFPsiPBYFY9oSguahcqgrURpwSYc09CMzUlMbCDFob/zKMl97SDALtSxiibS84kNpBCKoD5fwXd9tKhBqC2CUATV6SILH06SuzC7rnmomy9i3RxFiUQQISN4+N2jthVN31OvsHTxXQrXP0EoCr7nrev42wqEUEgOH8MzayyePY1dyK1bnILU1yDdp15u6pskXZvizXM4pe3CvYH3TunWRTLHTwXNMBsd3/s+/0vkzr5JZWoEp1IMEsvrTxI1FEGLJjCSGWIDBzCSGebfe3XLTtq+VWfp4jtEuwcJtfc0FuI03U9+EUXTKY9dw7PWO9QKVSPc0UfXoy8EncDvpJUcm+K1T6jvUHwMgRdPcv9xPMtk8dybm49zzx66Tr2MFltpmuk7FsUb5xpmfgEqCz9NgmBJafQy8cGDtN33eBDSEoJozx56P/8VcufepDo1ElS2bWKmqIbCwfym2okPHECLp5h/71Xs/L2pjDL0GAPdjzK3eJGRiR8hpUdX+33s6XuSgZ7HuDryneXoSaWW5erItxFC5fihX0FTN9bFVWtZLt96BV2Lcnj4y6iqwdWRby0TMF96OE5wfQkU2tsOMzz4HMXyJKMTr2PZZRKxHob6P8e+geewrBLVeiCGb0vuY2//MxTLk1wf+z6WVSIR72Ow5zEMfZO2JlKC6zX7gq0ab+n660jATrBRo+SdQIlHiRzfR+Ev36P46nt4peZ7zxqZCSrKNjhHLRlF72oDIahfm6D87iX8VRtZjwrObA7z+iTC0Db301k1PtJdVdjiy+DvdzE+rcDHpybLdIkB+pRhdN9AIEiLDtKiC5fmFH9JLpGX87SLXvYpJ8jLeVQ0OpWBdZ9dp8qkd5Nh9RjH1MfJyRlsaaMJnRgJNKFzy7uAxdbi9fySz6WLDvc/oFPI+1Sr/vI4SQl3I2kx7TKqYlC3C1hOhUJlko7UAXzfI18ZJ6QnEUJZTgc6nkmuPErVzJGIdGM6RXzfoTS/fdGPVXW58ebm68MdKKEwoe5eFl9/lerI9eVnlARsy6Tw/hmiwwcJ9eye7G+HHRGeictlkh0GVs1jacbkS7+9l1rRQdMFZnnzCED7A32kDnTgux6Ln0wz8RdXqE4Vkb7kkf/9ZfREiCv/5l1qM0WMtiidjwww8NIh6o3u6pXx9eE0bylP+cx7pH/hi0ROHsMvVzbcIdTPX6Z29uJOfmYTtFiSxNARjERbU1mlWy2Ru9AaC3WqJRRNRzHCZI4/TqR7gPLYNcz5qeXyZy2WINo7THL/8UbV0IqmpDo1QuHGOVqp95Ouw+Inb2CkMsSHDgOBkDLS2U/f879CfW6CenYKu7QU6IGkRGh64CKdSKHH0xjpTkLpDhTdwMzNbdpHazXqcxMsnj1Nz9M/jxqKIIQglOmm97mvkJy4QWV6BDu/gGfVUTQdLZ4m2jsUjG26Yzmyg5SUbl9m6fJ7OyawwTgbKEaIzPFTgaB37Br17ORy1ZUWSxLrGyax/zhGMtM8zpO3KN48v/04CwUj1Y4eT6LoIRTdWPX/4M+RruYHpaLpdDz4DHZpCb/Rbyz4r/Fn18aplLCL6wnaakjXYeHjNzBSHcQG93NnfqPdA4Sf/1Vq8+OY2SnsUr55fkMR9HgKPZ4i1NaFkWpH0Q3qCzMtzW/rEBTLU4zPnMHzgkXFcU3aUvtIxvtRFA2vcZ9K6S/vPn3fhU0Ijy9dLLuE73v4votQVCy7jO2sT4GoqkFf10N4ns3o5OtUawGxqdazaFqE/XteIJPeR81cREqfno4T+L7H+MwZCqXAULJm5tDUEPFYzz0cl58gRFDaXnr943Vk5w42Ixx3mlgCge4nYjQRnmX4/o5K7e8NZGOBlo2/0Yjyrfr7Cs1i1h/DIEyXMkCPOoSHQ15mGfevMagcYPV97uJw27uCp7h0KwP0sx+LGjP+bcpyif5V75f4zMoxPM+lV9nLXuUYGjouLqaskJXTeGyv89N16OhQ+LlfiPDSF0Lk8yuEZ37O53f+WWVXe3hDi9OZOohpF6lbBUBSqE5SqK4UgFhr7p2alaNm5Zb/vBOEYhr7n+zkyg+212xKKXErpQ2f7V69hm/bO4pS7xQ7IjwffGceVRPYps+7r8zhe5JoSuftP5uhtJnxoIDMfcGDozKW5/K/PEN5PB+UwukKTtVGT4apzhQp3QxCrEsXZqjPlzn0G49w5O8/zqV//ibm4pqmkh0Zkp//HEokDK6Housb23DHWnd0Xgs1HKXn1BcIZbpwKsU1hKp10aSZm6M6NULHg0+jhmNEu/cQ7ujDt8zlVILQtIAorFp8pO9Tz06S/eCHwUXSIuziErNvfofuJ75IYu8RhB7koBVNJzawn2jfcKPnVcO9V1EQirpcIbWRd0MrKN44h6KF6HzkuUDoLYJmp8mD9xPfexTfsZC+hxDKMslaXXYvPZfy6BXm330Nt7pznxtzYYba7BjtDzyNGo4S7dlDuHPtOOuoofD6cZ6fIPvhD1v6XjUcoevRF4gPHQ7OX1EQQg3+LJTG/0XTOCqaTurwQyBlY9x9pB/8d+fP5fHrzL31nXUNVNfCLiwyc/pb9Dz5ReJDhxANU0tF14kPHCDWt2/T+d3t3LYKz7cpVaaWyc6d1yy7REiPowgNj08vamboceLRLqr1RQw9jhJbXfXnEWh7OlEUHSl9opF26mYO01odPZWUq7Pblsj/1MLzMa9P4m7Q6HTbQ0s1zBuThIZ6CB/op+vv/RzFH3yEdXsm0NjchUTgbpGT81TcN5cjJ2WZ5wP3r6g30lVVWeIj90fL/25RZ8S/yKR/E4UgmmFj4eFQ9vL4a0hJjTI3/QtM+NcRKPh4WJgoqGT9qSAtJgRGVwpnqcy8M0nem0fDQKAg8fHwAo1Pi61wsgs+r31//XW2tLTxOOuZGHo6ilus45TqSGf997henVxpBNe3tvWPuheIZgyOPt+zLeHx6zXq46OEe/upj9xYV8AT6ulDaBr1idbb1+wUOyI8ZmVlcPOzFq/+buArc/+TMRJplfzCBoMrBJHeIDS88Mk01eli0wbadzxUQ21yh/RMl8nvX6fr1BA9nxtm7q1Rpl5rriZQU0mMfXsovPI9Ku9+tGmjtbuBFokTau9h5vQ3d1QevRZCUSlc/RCvXqHz0RcwkhkUVUPZotO1lJLq9Ajz736f2uzYDr8x0PzM/PgbZE4+Reb4Y2ix1PJiJxQFoWzv/Bz0WCrgtVjx5Ds2uQtv49ZKdDzyHJGuwWW7c9UIoW5Ryu/Wq+SvfMDiJ6e30d5sDqGqLF1+H7depfPR5zESba2N89Qt5t75fss+SYGRZBw9ntr+zU3HieXS5Y2gRWJNNgSbQ2LlZpl+/Ru03/8UbcceRYsldzG/Hk65cBdO3OvJUxC1qa99cXkz8inzLTQtjCJUMql9ZFIbNxhU1SC9oSg6itCwvEoQYVoFz1vvbP3/F/h2IDTelThESgqvfoDenSF6cj+xhw4RObEP6+YU1fO3qF8cxbw9u2FZ+acND4caK3oSH4/KKjdXH6/R1mH1MS511kcCVxyWt/6OO597JwWmhA16v/4sc39yBmsqh42FvUsCn89L/vXv7Mxaof2ZI/R/7Qnqkzkq12cpnhundH6iifj40sN0dvcMXYveoymSPVsbyab7IoQS2/vwePUapU/eJ/PszwACc2oc3zJBUdHbMiRPPBh4oFWrhPes2DT4toU9t71GqBVsS3iOPBjhyINRVA1+9EoRIyR49LkE4ajg/DtVbEvyxb/ZxsyYzUeny1z5aH34UwsHg2Hlqk35aSnBq7uoIQ3FaA6re5ZD7twM3aeG6Hx4kKkf3Gyq0nLzBawbo0jPR+h6sFBscINL1w36EO0SnlXHs+5up6eFIkjXJX/lQ6x8lszxU0T7hlFD0aArd2MBlJ6H79q4lSLFmxcoXP8Eu7B1F+mt4NbKLHz0OpXxa6QOniS+5zBaNI6iGwhFW+l5JWUQbfAcfNfBs+qYCzNUxq9RnR3fmY+P9CneuoiZmyN14CTJAyfQ4+ngO1UtWPEaUQ7pOniWSXVmlMLVj6nNjd2ViZ4aiiBdh/zl97Hy82TuO0W0by9qOBr06FIUQAYNDJfH+RyF62d3NM7S93GrRax866aIrcCplHYUznWrRRY+/CHlscb8Dh5EiyZQdL0x1qvn10N6bjC/Zg1zYZry+HVqs+OBpmsT3LmjxBpyozaMyjxvA/HpLq1WWz1qK87keRa+9MgVbjA5+35TpOkObLeK59koioYvPVRVR4jmR6GifPrRsE8Nvo9/FxtAZzZH9t//BYknjxN/6gR6dxvho0OEDw3iPPcQ1q0pSqfPYd6Y3Ljy7KcIQlNRE2HcYg18iZaK4lsOvumgJiOosTB4Pm6phm86CFVBS8cQuopXMfGqJkhQ42HUeLihm7t356eq0N6h0N2tUK1Kxsc8QmGBbAiam94bDRE72IOWjpJsi5E4NoAaC1E6vzND253ggV8cZO/D7dj1zSNFRkTFqmwfSdJSbWSeeRGjo4tQTx9+vY7vughFoITCKKEQbqVC15e/0rQzsrNzzPzxf7gnv2dbwlOv+EyOWDzxUoKOXo3hw2EWZhzOv1vBtYMJGb9u8eEbZW5f26Q0vBEGVXS18UNWJtKpWIEXRSa63DAPAuFePRukF2IDqXVVWrge9uw8yRefJXLiKF6pAhtUatUvX6d+8WpLg7EWbr2CXVggMXSYsu8HDRYbpEr6fss7Y6EbIATSc6lOjVCbmyDU1kW0ZwgjlQkMDqXErVex8llqs2O4leKOnYo3gnRtarNj1OcnUSNvEOnsI5TpRosF+pPgPQ6ebeFWCtjFHObSPJ5VR3ouQlNIH+mkMp7Hrbb4EJU+1tI8Cx+9Tv7aR6SOPYSqGihaKKgK8jw8s4pdWFzWE90LHxll9ThP3qI2O044002kZ08QVWsa53lqM2ObC3y3gGdWmTn9rV03hd0MenuM2LFupO9TvT6LUATRfd2gCOq3s3imQ3RfN2rUoD6xiBrW0TMJpHSpFM6Tu3yGULyzMb+JNfNr4lQK2MUlrKV5PLO2kvLa6rd6NqqiYeixptcj4QwhI0mtvrN8/91BIvEDMrLJqmM5FWr1RQwtRt3MUTM39/TwfJu6uUQyMUA4lGoqm49Hu1HV8KbH/lRjvVXNDo+XuAsF8n/xDuV3LhF78CDRk/sJHxxA72pD70oTObGP8hvnyH/3HbziT9aEcycI9bbR9UuPM/MHP8Yt1uj6yinKF8apj87R9YuPI/SgHUjx/ZtUr0wSP7GH5KlDCAS+5bDwFx8hbZeuX3ocNR7Gr9toid21zlkLRYFHHzP47347xvA+jTdPW/zf/2eZZ54NEQoJXvnzetPtqaUjRAZXdIee5VC9PrthWuteQVUFZ/7DLUbf27yooWNvnFO/vt44cy2k62BOjWPO7Cxb4ha3L9ZpFVsSnmhc4aFn4yzOOuiGQFUEvg+KCkZIwfd8HFviOBI9JFBVEVRwrYYEKx9EfSI9CYQiVu5FKalnK4GJ0/4O5s7cRnqr9pSNNJcaXn+aaipJaP8QfrWKGo+hxmPr3gNgT89t+HorEJpOqK2LxPB9pPafwLNXOtjapRyzb32ntc9Zs1OUroO5MI25ML3JEfce0vdwqyXK1RLlsWsbvqf/5SMsXb7Z9LBUQyqdj+/FytdbJzyrvtMza/iKT/nWeZxivtEMFBQjSLn4jo1QVZRwZDn14Ts2QtMQqhZoUVr2Ulo/zvXsFPXsFInHT2HdHMOe3/56UMJhkqeeQMu0Uzj9Y9zcyqKupdOE9x+g8vFH97yHVfz4IdRoCHMyh1AVkg8MoaViCEWgpaI4SxXixwZwliqEBzLgS5SIgRI28KomXs2kfPNq4Mlzj1CpzgGC3q4HMe0SplUkHu1ioOdRtLskBKpiBNonIVCEiiIUNC2MpkVA+riezeqL0ZcudXOJVHyAzsxRFvLXGylTBdMqIqWH51nMZD/hwNBL7NvzArPZc5h2EVXRCRspopF2FpauL1dpzecuk0nvZ0/vE0wgMa0SiVg3PZ0nUZUdZfz/+sHzcRcKFP/qQ8rvXiI02E3skcPEnziOlkmQevkxfNMm/923Nywz/6mAIhDGyjwKXUOogQ5HS8eY+5Mz+DUL33ZRY2HSTx2ldHYUc3yBrl98nMT9e/HrNsLQmP1/3yLUk6Znb2sme9shk1H4+t+OcvYThw8/sNkzpCEl2Lbk2edCfOuVelNyQouFMNpXKge9qkX5yqe7hkxdzDN7rUh1afNnvxaqUy9uP/9epczCa62tmZ8WtryjbcsnN+eQateYGrEpLLrksg6PfD7BC19Jc+G9Krevmlz5uMaRB6P4Llw/vzalJSnfXqLnc8Mk97ejhnX8RssB6UvKY0tIKel8ZICx71zCaoiTFU0hdaADALe2fjDt6VkW/s0fbPsDN9L2KKgk1Q5UoVF0s8ueC2ERI6amcaRFyVtEug7FW5c27D67uolnSERRhUbN/5QbSgqI780Q7ogH6UEJZrZMtDdJdaqAZ7pE+1L4no85XybcGSM20Ibv+VRu53DKFoquEt/XjpEK49ZsKreXQBFkjvfS//IRnLKFW7fJX5xF0RSSBzqpjC/hrOp2r8VDJPZlUHSV6kQBc7FCtDeJ0FRCmUAkXrm9hF0MrgUlFCJ+6D6EplO5fhGEQnRoP0gfc3YKPdOBnsogfQ/fsanevEJkcB+KbgRzcO6DLX2AWkGovx9nobXSa9+yqF6+TOZnXkKNRNZIG8Wnluoonx8ncXKIyHAX1lyeUH87WjKCk68gHY9Qd5rwYDvS8XBKNdSQjjm9hJaM4NVt1Oj2up2dYqk4wvziRTozRzlx6KvI/4+994qSI7/OPH/hI31lZnkPj4JHox26m23JNjI0kihKXIqSjjRrzq72rH3ZfZmzT7tz5hydMZqZ3dHIzEiiKJISPZvsJtndaAfvCq5QKO9N+szwEfsQhSoUysN0kxK/BxxUZGS4jPjH/d/73e8LXBzXCHVqRBlRuLegQFFidLU8RSLehiypxCINCIJEz47P4LgGjlMNu6zuMBL1PJvp+V4SsRa625+lu/0T+IFHvjjIrZE3sZ0qQeAzm7uOJKm0NBxhz/ZfQRSkMDfkOdTMeebySxpauUI/o5Mf0JQ9yMHdX8APPGy7zPT8FXS1brVD/ycJv2xgXB3CHJigdnmAht97DaUlS/ypA5TeOo9rbVIo7mOuEoZJWQFzZA5zZJamzz9FrX+S4gc3ECSJ6K7msDPtke1IUY3A81GyCZz5Ml7ZwLQdvAdUxosnBOIJge99x2TbdonOrvBZKuR9EomVF0rUFKTE0iTDnq9gzz/c7Frv6xN4zvpTu8qcxQd/tTkh1juV9NdCEAQPRWIGNgh4XAfe+e5K8tPrX1nO6bh6psbVM2t0lgSQ650i8HyiTQnq9jQwe3p08bNS/zx2wSC1q569v/84w9+5il22yB5qoeW5HQBURgorM++eh1++tx9bQCQmJWlVd3Pd+JCyF87gJUEhK7eiClF6jbfxzBq53o1bz9NyMzGxjkHr4qYEp+4V8e4M27/wCNWxPFqmGzUTZeCvz7DtN49y8y9PURsr0vz8TpyKxewHg3R++gC+7SFFFDKHWhn86jnSB1toeXEX1dECgR9gzdfwLJdoex1KQiPSlMCpWOHMWRKJtadoe7WH8q15KhULKaLQ8Sv70DIxPNOh8fg2Bv72HE3P7iBzsJXCtSm0bAzrQAsDXzkHLAS21y6hZhtQMw0Imk5t+Ba+ZRLb2QOANT2BFIniuzaRtm4indswx4ZRsw1IsTjuJjSI1oMgiuidXUR27MAtFKhevoRvmsiZLLH9+xFVjdrNPqyxUfB9vGoV/67MktraRvzQ4RUpVq2rm8jOnQSOQ+3KFTzDILZvH+VzZ8H3kbNZtLZ2atevIdelifXsA0midv0q9uTkYtZQa6lDiqoo6RhIIpWrY8R2NuNbDtZknsAPUDJxfMvBni6i1icIPJ/A9UN+20NQWnY9k1ujP2Eu34euhSTtmpmjVBknFW9HlvXF0muhNET/iE2pspxg6PkOEzPnmMv3LWRtwjb0YmUM0179RRkE/qpdUoXSMFdvfZNErAVZ0vF9l5oxh3PHup5vMz59hnxxkHisGUWOLGj1VKnWZhdadZfOb2j8BPOFW8Qi9QQEVGuzlKsTmFYB1zVCa4FfAIDAtKld6MfsG0VpyqBkkwjq+oTVwLujdCo/gKzZQlYPFl6O6/Hebu9XEhFUGTGigQC+YTP7rdNobRmynzqM+Nx+Cu9cxZrIM/3197FG5xe3n/3kYeSYtpgtWqvp4K6DXPFyv92ReRu3/1TvmKeIIrS0Siv4O0DIdZGXtmnPle9LWHczcK2V2xdElnFsfD9gbhPeglIiSf3zryxxR9eAOTZM8eyHWz7WzeAjydmWB3MU++fRG2IktmWWAh6gOlFk6r0hOl7dS/ure2h8shPf8VESGkpcw605TL8/tIywvBZUIYImRhEA069iBxaaoKOKUSDA9Ks4QdiWOOOMkpaXe7pU/QJz7hjNyva7tqujidHQZ8kv4+EiIhIRk4jCbenxh28Z3/BEF+XBeYb+/iKZg610/8bhVdcTgPTBVrRMjMm3+hFlkc5PH2C6rQ61LkLg+cydGcWcreBWLQIvYOrtftL7mxn+1uXFa+07HtPvDpI5sqQpE2mMk9zZQN9/+hA7X2Pnlx8nezgUiqpNlRj6xiUijXF2fvkxlJSOW/HwbWuhTdonCHwCy0BJ1eHbNr5tIUgSvusguA4E4NkGbjGPU8hhzUziVe9/FiMoKnJdHdXeS0T39gCHqF2/RvLJ49iTEzi1WZJPPEHRstYse7m5eazxMWL79lP6IAyE1ZZW4gcPUuvrQ4rFST3zCXJvvoHW2YU9OYE1MYHe1Y2cSiGnUiQffwJzeBA8n9RTT5N/443FAKo2OIs1VSRwPZxiDXuqiDWRQ5BE3LKJbznMlQ1ERcYzLIzBGQI/CMvEQQDew7kHPc8iV1yp8p0vLW8frdSmqdRWCpAFgbfi+55nMZu7t9JbzZijZmxMMq+Z89TMjTlGvu9SLI9QLC8nf97r8f08Q4zqiFEdr1QlsFcvU4jxCFIytuj3tZGIoF82CCwnVPFtySKl4rgz92ZoLGkR0nsfI7njIKKkUJseZu7iCezi6veDV7UIfJ/kozvA81GbUhAEaO1Z9PYsXs3Gt5zQfqNiUu2bIP2JfVSujCLFNKpXR6ndmqR+76OkntiNUhdD1DfuSIq2dNP+wucX/w4Cn2L/RWZOL1kS5XM+N2+6fPn3oxQKAfX1Ip/5bIRXXtP4h2+YK5IcgRfgux7SglOB77gfxWtnEYII2c4425+sJ9mkL2mYAfnRKme/sT55WlRU9I7uuwJBAUQBSdMRI1GcQh4n//B4gR9JwGPMVrj5V2cRFYmZk8sviluxGfz6JRLbMqT3NRFpXKpRuqbD8HevMndh4zplRIjTrR9aMHtzmXfHKbgzZORW4lIaWVBxApNB8zIem683q4JOp7oPUZCQBJmqV2TUvkZWbqNV3Ynhl4lJdZTch2d4dhtaOkqxb5bA8TGmy4ulwTshCIAIajpKpCVJ9mgbgR8wf3Ecz3SYOzOK3hCn+zcOUx0rMPa9q9iF9RVB74SSiuA7HnYuzAyZcxW0+pA/VRsv4lkuzgLXR1QkAs/CGBvCM2rYuVkEQcAzDKKd2xA1jerNq0ixOL7jhB1rhEZybqmIWt8YkpAfBHnbsTFu9mH094MgED90GGd+nujOXeHntoWSbUBta18z4PFNEyefX6aqq3d1oTY149s2giiitrQi19VhjY4Q2b4TJ5dDbW7G6OtDTtWhd3URuC6B66A2NqG2tCwGPF7ZwCsv/RYB4NyVsnbzH49D+C/w0WExgyCw4Wz4QUPf20n6l49jj89hDU5gT+XwSlVwPQRVQWnOEH+8h0hPFwhQu3hrpQP8XfANC3NwArWrCaUlQ/bzz1P6yTncfBkEAVFXEWM61uDk6u7rdyC57QBNT7yKpIWlnWhzJwgCE2//A6u9/Z1chdlvnyZ+oBO3ZDD7zVOYo/MErodcF0PvasAcmaV05haB7ZJ74yKJR3YQ3dmMWzIIXB9jYJrcTy4T29OKNZFn7rtncdcQdLwNUdHQs0vClYHvUYstl7EolwP+/E+rfOnLMZ56RiWVEojFdF7/gcnr3zdXJGx9y8Etm0gLHm5yVIOP8PaIpjVe/l97kFUJRJDV0CW9YXuCk1/ZWDvHLeaZ+OpfrpCmEGQZJdNA8sijeOUShYdkKwEfUcATuD5T7wwspB9Xfl4amOfSv3yLjlf3kt7fjByRqU1VmDoxwOSJwZVO6augXulYDGiChbKSj0fOnaTkzct30ZAAACAASURBVKOJUTq1HmRBwQs2H/Bk5BZkUWXSHkARFNq1vcy54zQonYzbNym403TpBxCFB6lWuzrsvIGejSLIIno2bJ0M/DDyl6MqckxFb0zgDNrY+Rqlm7MMfu0CTsVClCU8w0HUZEa+3UukOUH3rx2mbl8zM+8PhqlRQUDSZDzLXTOjZhcMRFlEzUSx8zX0+jjlgTm0+tgdhPMlBJ6HOToEgG8uvczL1y4t/t8tryxruKUi5vjwfV6xO44jYFE4MvC8UCBQkvCMGubgAL5pYvTfxJnfWuAqyDJOLoc5MEDgeVSv9OLOzYLnkXzyOGpTM6KmYU9PobW24lUqGIMDBLZN7WYfzty9yw78Aj//iB/fT/TgdsSYjhjREHUNORua2Yq6RuY3niP14iP4po1vWPiGTfVcH9Wz1zeV9d4yggC1vYHIwe0Eho1XMwksO8wkSiJiTEdKRAkcj9qlAQo/PIVvbMxpKf34HJE9nSjNGRLPHCRyYDu+aYX+U7JEAEz98d9hDayvtxJrC7l9y5a1bAu7P91V3hNBgNE/hdG/chIz//r5Fcu8qkXhxNUVy6u9I1R7H3z798S4z7/5VxW+8tcimiZQq/nMzvis1qfhlAysiQJafZgUUOvjiIqMb3w0hPFoWiWSUnn9X1yhYUeCeL3GxW+PcvCX2lblud6NwPNw5leX8rCmJnDyczS89jniu/dRunjmQR8+8BEFPMD6/jALXJ6r//4DBCkkhQZ+gO/5m36odTFGxcsty94ogkarugtZkAERVYis2c663nYTUgbUsGe+4oVS3YqgUfNDw7maVyYmbk2E7l4we2qYbV84yrbPH0HLhlkVz3KpjhZof7UHc65KrC1F6eYMuUsTJHc10PXZQzgVC7diMf6jG2SPtJHYng2NWf0AKxdmDOyiiZWrsu0LR6mO5Jl65xaxthSZI23E2lI0P7ud3CU9LE/enKXrMwdxTQdJl8ldnKDlpV0P/fzvB6KioLa2YY4Moza34JZKuMVCyNUxTazxMaRoFN9Yf+Z2N5zZWZSGRpxcDq9aQdR1fNvGLRYIbJtozz6cuTm8chm3VA7LeJUy9swMUiyGb2w+u/YL/ONDpKebxPNHwzT/wtC0KCApiajNWYKmBfPKIPzHr5lUz93gYdQz7LFZSm9dQN/biVKfQopHEOriIAoErhc6xV8fodY7SPnERZypzU0QzP4xZv7jd0l96lH0nW1IdXHkdILAdfGrJu5Mfs0S2p0QZXWFeqUgSR95JuxBIZkUOHhYoaFB5M5KT6kY8OYb1rIsj5OvUrk+QWJfK4IsoWTiRDqzlHu37jl4LxAEsA2Xas4i2aSTaolgVlzGewsc+/XO+96+NTNF4DroHV0//wHPZhB4PvfKD3QCa4G/E4rLAUTEBCmpnhvGSURBJiFtvevCCSzy7jRD1mW8wA31GRa0N1UhgkEFRdA+ku6D8uA8g189j94Qp3RrnrZX9uBbLqPfuxIGMX7A7MlhnJKJNVdl6OsXiXelERUJq+ggxZNhV9wC72P25DDVkQKCohDduZeR7/YTySq4NRuCAM90qY0X6f8vZ0LV5aqNW7MZ+/41kjuyiKpMZSSPOVdh+kQoAokf4JRMBr56fkulsocNr1JGkCQyL78KQUDp5Ac48/NULpwnfugw8SNH8Mplih+8j9rSSuzgIZSGBpLHn8YYuEXt+jWie/YS2bETpaGBzC/9CtXLlzCGBpEzGeqefQ4IsCcnKZ0+FQZRU5PE9u+ncvECAM7sDLWrV0g8+jgIAm4+R/GD9wnsB6MSrugikYQcalb5AZW8i79JXo8gQjS5ZAJs1bxlyuorvwCRuETLjhg7H03S1B0hkpCxTZ/SrM3wlTKDF8sUZ+yVUhVrQJQEIgmJTKtO1/44TduiJOsVFE3EsQKqRYeZYYPBi2VmhmoY5c0NFrIqEEspS+dV9RaXN3VH2fNkHS07o8SSMr4fUJpzmBqscetsiclb1VV9du9G8UenqZ2/CUGAM7l5DkLxzTPULvZvSYLamc6t7GLxA6pnbzAxWyDwPKzhe5PjcGcLzH/tp8jpBFIqFmadFHlB38rDr1m4+TJurrQ1mwnPx+gdwB6eQm5Kh4GUJBK4Pr5p45WquLMbNyZYxfkFfbDw9wyCALs4v3p252ccsZjA7/9hjOdf1DBqfigjt4CxUY8fv7k84Akcj9x7N8g8sxutpQ45rpM+vovKQ9biuQ2n5hF4oCcVyrMmB15tpf1QmqZdiQcioS5p+pJA7RYgIGxa7PRnKuC5H8y7E3Rp+2jX9uD5LlW/gBs4+PhklTZkQUUWQiE2XYiRkhvRhRhpKayz1rwiMamOlNSILsapl9spezly7hRdWpZWdSeub+PhMuMMk3enaFV3EPNS1MmNVL0HJ460JgIoD8xTHpgn0hqmvRFFAlGncLOEqKoL/BDQWtsRZIXirTxerUp0516SRw9Qud7L3OkRxGgUNduA1prEKeRQGxqxZwLKk2WsmRyBF2BMlzGmV7bauxWL3MXlqefa+B0S77ZHqe/BuG8/KOTffIMgCBAVJRy4zdDxvnb9GubQIIIkhbNN08S27TAYOXHbvd3BtyxqV69g3FywOAkCfMsicBzKp08hanrY/eE4iy+j6qVL1G5cX8ziBK5LpfcytZs3w8HecR5YsAOw/XCSz/8f24mnFcrzDn/zz28yeHFzUgnpJo0v/vNdtPfEIIDX/79RTvzd5KotqaIk0LkvzrO/1cK+Z9KLgdJtsXPfDbBNj+khg/e+NsXZ1+cw1jEXBkg2qBx6IcPhF7N07IujxyRkRUSUhdvi3PhegOcEGGWXK+/m+cl/HmfiZnVDcerug0l+7//ZgyDAe9+Y4vv/boR4WuH4rzXxzOdbqGtUkVURUSIkzXsBrh0wdqPC//s/XKWc2zjzYA9PYw9v7Bi94nsj09gjW//eanBn8vdMBl6+IQ93trCpAGSr8Mo1vA04P+uhdOsSsdZtRBs7QBSxC3PM977/0NqYHyYyGZHjT6v8hz+pcPqUQ+CHr22B0BxgtVOq9E0x88PLtH/xOIIqk3lqF8VzQxTPDz2cEucdqOYsel8fxzE88qM18uM1Xv6fe/C9gA//euO2dEGSUNLZVYMjQVGJ7dyDnEpT7dtas0BKbsDwK1j+xvfVP5qAp+LlGDJ7w/ITYWbG9CsMW1eISUkK7gwlb24xEyQiMOUM4OMjoyAgIAsqdlBj2hlEEUJPHsMvM2xdISU1IAoiplclIGDKHsSRTURBYsS6ihvYi9yhjwJ2wWD0e1fxLIjt7cGzTJR0Bic3jz0zhRSLIyeSRLq2UTj5HlI0ihRPIKoaCAKJg0fxTROvVg29riIRpFgsNHCTZIyhlV05P8/wzZAM6Vl38Q18H7+2/EEJHAdvlSK6b5pgriRVBq6L567sJAtcZ6WCtOfh1x4O8XjkShmr6tG+J04spXDoxSxDl8ubcqto2Rll9+Mp1IhEcdZmvK+6uv6GAD1P1/GZ/2kbHT0LZVU3wLF8XNtHlAVkRUSPy3QfTNC8PUp9h84P/sMoVm3tWWhjp86v/W/biSRkIMD3AnwPHNPHsX1kWUBSRFRdRItqHP9cE03dEf7L/9nH9ND6mURZFUg1qEiKQGNXhEhC4tX/poNnv9CCrIphIOX6eG5YThIl0KIi1bxLJf8zKqj3TxTG3DjjP/kakcY2EETM+SnM3NqmlbImEqlTKc+YixXAWEZDlIVw2ccISYZqNeBmn0tufpPvDj9g5vsX0BoS1L+0H62ljvbfeZrA8Sj1jj7UoMc2PC58e6l89t5f3OLmiRkc02O6b+OJlZyso+mzv72qFo+oqsiJFNbsFJUbV1Z8LoTudwT4CCz/fkZpY94Z/6cV8AQEVPw8FX/5DKfozVD0lhOlan6Jmr9SXyjnrk6YM/wyxl2igh4OM+4qJLZAwKkUqI4vRbySrBFJt1C1rS2lXgVRQks14Ls2diW/TGfFqznkzo0hKCq+bSEnkgiiFPooKQpqUzMEoKQzBHbYai0qKubIIIIsIydSFHovhrwTTcczTYyBftTmVkRdX/S8elAQ9QhSIgy4BFEM/awsE69Swr87CNkUApzy8uvsVIrLOqjuFYKiIMeTiJFImPnxAwLHwq1UQo7PvV4XQUCKxZBiiUWl6cDz8A0Dt1ImcO4v22NUPC68Mc/2o0lkVWD343XUt+vMjqw/sEuywIFnM6gRiSAIuHW+yGT/6kFZ5744v/pH3XTsjeG7ASPXKpz9wRz9Z4rUSi6yKtC6O8ajrzWw93gaPSbxiS+0UJqzeedvJxftaO7GzLBB/9kiHT1xpgdr3DpXYvhKhbkxA9cKUDSRjn1xnvh0IzuPpVA0kW1Hkjz5uSa+9cdDm7o+ggB1TSov/W4bT362iVrJ5cbJAjdPF5mfMHHtgGS9QkdPnO1Hklx+a/5hSBv9AveDIMAqzGAVNudjF8vqPPPPdnPtRxNMXMlTvz3Bvpdb6X935mMJeBQlDHQgVFSem/U4fESlWLAwjAB/0boI1hoW3ZLB6F+ewCkZNL5yiPjuFrb90cvM/PAShTMD2DMlPMN+KC3rkiKS7YxR1x6hNG0yejGPnlCQNRHPWX/sDXwPt1xcNeAJXIfylYtUrl7Cnl1Zjs0oraTkRmpekVZ9F66/NBGJy2lyzubMRf/RBDw/OwgoXDtD4doS6ar72d+i44nPMvTOV6jNbd5HRIkm2f7ilzHzUwy/93U8a2UEG7guvm0jiSJObg45mUKQJOR4Emd+djGY8B0bJVtPbM8+qn3XcAo54geP4BsGxsggeN5CF92StceDeGIERSW2aw+xnoPobR1IiSSiouA7IbHXGh+l3HuR2q2+NdPSaksbsd09CLKMV61QOneawLbIXz1F/uqpdfevtXcQ27MfALeQp9J7MXToXQ2iiN7RReLAEfSOLpR0BlHTCTwPt1LCmpygeuMq1WuXFzNGayH1+FNIiSTO3Czl3guIskJ8/yFi+w6iNbcixxNhCcyycHLzGMODlC+cwZqauK9A88q7OV783TbSzRrte2J0HUwwN2aum+VJ1CvsfiLkt1lVj+vvF6jkV5agokmZF7/cRue+OAgC1z7I841/McBk//L7cuJmjevv5/mVP+rm2d9qIZZSeOF32uk7VWTs+uqBVDnn8P1/P4Iekxi8WMKqrTzg8b4qfacKfOn/2sXep9KIIux/Js2P/nR0U3weQRDo2p+gfU+cwrTFt/54iGvv5XHvymSd/cEckbj081gl+QXuQmna4OI3Rzj4Kx3s/6V2Aj/g2hsTDJ36eEruL7+q8+TxcLIjCKHI4P/yv2u88prG/Ly/yBebnvb4d/+muuY96JYMJr76IU6uSttvPUmkM0vnHz5P4yuHqPRNYo7ncYs1PMu5Z3FCe7q0zLpClAV6XmrmmT/YSaJB58rr4/z439xg3ydbCIKAs19fv4vNLRaY/Opf3NOxFN0ZKl6erNLGrD3KvL10XO363n96HJ6PDYKIEonjWgbBKs7R9wPfdTDmJzCLM2tbKwQ+tf4bCMMDBK6DqKh4Rg23VALfJ7gRtlg6c7MUPnw33E4QULl8HimRDDkLlQqlC2fxjSrG7dbxLbh2rwU5lSbz/CeJ7zuIGF3wOvN9At9H1HTUphbUphYiO3ZTOnuS4sn38FYp9wiCQPKRx1Ay9XjVCvbsDMatvo0PQBCoe/xpEkcfA9+ndO4U5QtnV11V1COkHn+K5LEnUNKZJVd3z1vQiahHydQT3b6L6I5d5H78w7UFsgSB1GPH0VrasCYnsKYmqHviaeIHjiBGQp+owPMRBBExEkVvj6G1tBHdsYv5H31vyzXsO5GbsOh9O8fTn29Gi0oceiHL1RN5aqW1OTR7n6wj3RwOwrkpiyvvrs4Dae+JcfilLKIkMDdm8uafjzF1a/U0ciXv8u7fTbLzWIr2PTHq2zQOPp9l4mZtVSJ14MPQpY3T4rkJi5PfnqH7UJJoUiaaUqhvjzB6bXPilJGETHHO5tv/aojet3NrxpbGeoTtLUKv09j3m3u59vd9GHM/O0T+fwoQAMfyEGWBeL2GUbSxa+5CG/VHn74zzYBSeWlsvXzJ5/Klle+NanX1Y0se7SL95E7UbAIlHUW+7eJOOE5GOrNEOrMhGdz1QlHIezzN3Hs3lgU8iUadR369k1NfGSKWUUnUa6EYb8lh1zMNGwY8yyCKiJqOIMshH9K2Cey1M/1u4OAGDvP2OAEBdrD0HM07Y9j+5p6rjzXgUZtaUJqaMG/1b0lNV4oniO7twZ6ZwRodfiiS+puFEk3SefxzTF36KdWZoQe6bdesMPj23wDr2wb4pgELgcptgqwztzzlG3guzvzSrMa3LHzrDp+ihXJK4D2YAVlKJMm+/MvE9x9ClGXccglj6BbO3Cy+bSNGo2gtbUQ6tyGn6kg/+xKIIvm3f7yC92JNTWCNj6Gks0h6hPiefRgDNzf83ZVMFr2zOzxf06B648qqgaOgqtQdf5a6p59D1LRQpHB4EGtqAr9WQ1BV1IYmIt07kGIxEgePIqoaM9/5Bl55ZWn0Tsh1dWQ/9UtEd+wG36PW34c9NY5XqyGqGmpzM5HunUh6GACmn/8U1sw0buHehCzNqsflt3IcfilLsl5l9+MpGrsjawYTWlSi53iaSDwcCm6cLJCfXH3gOfLJevSYhO8HDF0qMXC+tO5PMD1oMNxbpm13FEEU2Ptkih//xRj2fSpCj1ytYBneAllaIJramgbW5Z/Oc/N08SMbNkRFJNmRQFJ+Plunf56RaIrw5Jd3cuOnkwy8N03H0SyHPt2BpIgMnfzoszw/edPipz/eXAl/texO6kgXzZ8+tqwreDVvP0EWkWQR2FgVei3crSitx2UEYODkLF3HsiTqwyYgq+ygRjcfSsipOuJ7DxDp2o4US4DvYc3OUO27gjE0sJL3eAesoIaAgC7GkQUFx7eYdzZvoPqxBjzxw0eIHz3G3De/Qe3G5me1ciZD5uXXKJ87gzU+yjJL2Y8Yel0Tel3TpkzR7gkPINPyUUNQFJLHniC+7wCCJGFNTzL/49cxBvqXxAcFASmRJHnkUdLPPI8UjZF65HGsiTGq13qXb9D3qVy7TGzvfgRFQe/sXiRor4fozj3IiRSCIGDNTmOOrj4Die3aS+rxpxA1Da9cIn/iJ1SuXMItlxaDKjESJbZ7L5kXX0HJ1BPb3UPy6GPkT/xk3cBL1CPEdvfglkvk336TyrVevEp5abvRGIlDj5B94VNIsThacwuxvfsonnzvngP5/rNFJm5WSWQUYimFwy9mGb5cXnVzTdsidB9KIIgCVs3j0k/mV83AyKpA14FQ8MyxfEavV7HN9e9Nx/LJTZh4ToCsCqRbdOJphdwaAdVmYVS8xWMUxJAkvVnYpkf/2dK6GRxBEmh7rJmWR5qJZCP4ns/N792iMFRix8vd1HWlKE+U6f/hEGbepH5vhq7nOpA1mYmzU4yfnABBYNdr20nvqKM2ZyApWx8fREVDjibQ61vQ000oiTSiqoeK5IGP7zh4Vg2nUsAu5jDz07i1Mr5j3bfZriDJSKqOEk+h1TWipRuR4ymkhf0Hvo/vmLi1ClZxHnNuHLuUwzNr962MLqoakhrZ9PqebeHbq0/UjILFe3/aR2mqhiCJjF7IkR+rhRpvm0Joe6ClG4k2d6Glm5D1GIgivm1il3IYM6MYM2O4RmXp3NcYt+9kDSRTAo8cUzj5gbPMO6upWaSjQ+LsGWflMysImxL5exhw7VCcNpbWECUBBAFFk2jclaCW3xz/UMk2UP/SLxHp3Ibv2PiGgSBJJHqaiO/eR/7Dtyme+XDNoEcRdNr1vSSkDAEBAgJ5Z5IJq39TDgofa8BjDg+FrYWzmyOg/cxAENFTDaixOjI7jiJpERLNO1D0OBCWoqqzI7jmnVmrAEEQ0Oua0BIZBFHCNasY+Sm8ux5WLVlPJNO6GLnblTy1+fEVA4kSqyOaaaEyPYQoK+h1TUiKju9amMVZ7EookngnJC1KJN2MrEURxOWDsFMrUZneWCJ8IyjZBpJHH0NUVNxKmdxbb1C9fmX5lCUI8EpFCh+8g9rYTPLIMaREksShoxiD/Ss4MuboCPbcDHprO0p9A3p7F04ut+L8Fs8zFie6fReCqhIEAbXrV/HMlYOiqEdIPvokUjxO4Lphae30BwTu8heGb9Qo915ETqTIvPAyoqaROHSE8sWzK8xE74QgCPiuQ+GDE5TOn1lBTPZrVcoXz6J3dJI8fAxBUdFbOyir2tpcow1QK7lc+mmOHY+kkFWBPU/WUfe3Gvmp5YGGKAt0H0xQ3xm+XIYul1fwcW4j06KTSC/N+NLNGo+8Wr/hsTR0LL24wmyMvKmAR42IJLIqsZSMGhFR1HDGKsoCyayCqof3rrD4z+ZQK7oUpq110/zxphjbXurm+jf7SHUkaTzUQGGoxPZPdaOnda7+/Q3aH29lz2d2cuuHg+z57C7GPpygNmuw9zM7MXIGekonuzfD9b/vo/loE8oWZsCCrBBr2UZq5yHi7buQI3EEacG0UhCWTnjh7Rn4HoHv4TsWZm6a6sQA1fEBzPkJPGtrGVtRixCpbyPW0k2sfSd6thlRVhFEadX9B4Ef7t91MecnKPZfojR4Bady7y3tmb2PU3/0uUWtnY0wf/FdZs68sepnjhGOmce+sJ1YVsMxXIZPzzF6fmOtJEGUiLXtILPvCWJt25HUyIJA5EKAvXDtfdfBLsyQu3aG0kAvbq2E7zrh77OOPk02K/K5X49wpdddFvC0tUn85m9HOH/OWTGX9w0bO/dwHdJvw6ssf04rcxZT14o89Xs78D2fWJ3G8d/dQefRNO/+2cZdvYKikjr2JFpzK7l33qDSdzXkmAoCaraB9PFnST36FNbEWMgrXQVppQlV0OmvncUJTHQxTnfkEAV3ZtEEfD18rAFP7ca1LWV2flYgKRpNB58nVt+OEksjKRoNPU8tzqocs8LYh9+icmfAIwjUdR0k1tSNnqxHkGQ826Q0foPJ8z/CqS2VRiKZVpoOPo+sx1DjaQpDlxh57xsrAqN4UzcdT3yaqUtvE2/qJlrfjqTqBJ6LkZ9i4vyPqE4PcXt0VxMZWo58inhTd8ijUTSUSDhrN4uzFIYuP5CAJ753P3IyRRAEmGMjVK9fXZOQHDgO5UvnSBw6Gjqat3Wg1DdijS3PxniVMtW+a2jNrUh6hMjO3VT7rq5JHlay9ehd2xAEAaeQpzZ0a9VMYKRrG1pz28J6OUoXz60IdpYOwqNy5RLJx46jahpyKk1k2441eUGwIIw2PUX1Wu+aXVi+aWDcukni0CMIgoBcl0bU7j3gAbj6bo7nvthCU3eU5u1Rdj6a5PT3Zpe96PWYxIHnMkiSgGP5XH03T2lu9VlSPK0ga6EKuhaReP6LrTz/xdYtHZMoCmjRtTMdkhy2jfc8k2bboQTpZo14RkGLSqiaiKQISLKIJAuL75ytwrF8bGP92b0gCYiyiGf5OIaLUw2vSUNPlhvf7qcwUEQADv/eQbK7M0iqxMSpSeyKQ/PRRhr21aPGVXL9Beb78zg1h5ZjTZs6PjkSp/7oc6T3PIocS65arlg60NuKzOE1lbQISryOeMcu3EqJsZ9+jfLwdTZL4kh09ZDueYxYy7aN972wfwExbDtSNOLtu4g2d5Po3Mv06R9izNybArCgKMiR+AoLibUgqmuvF8tqHPvCNuYGysz0FdFTKnteasWxfMYvrl02FlWdTM9j1B95DiWRXv1aCAKCKCLKCnJzN1q2hVjrdmZOv0Hg2vieu+APuBKyAqomEIkIqKqAoixukkRCIJFY/Qaff/s6lRurtOELdwTBtxfJUti1eo+t6vZdvn1WxeX9/3yLQ7/azvYn6tESMun2KCf/epCBDzcuD0qxOLHd+yj3nqd47uSycdasVZk3DZo/90WiO/asGvCEd5tEzS9h+VV8fAy/gulX2eys5xek5XuA55hMnH0dQZRoPvQCqa79jJ38DtWZ0PspCPy7sjugxtIkO/Yyf+MU5cl+JC1KQ89TpLsPYRZnmOl9Z3Hd0tg1qjNDqLE021740rrHIio6jfufpjhyjaG3/xrPsUl17qPpwHM07XuG4fwknm0iSDL1u58g2babibM/pDzZjyjJNB54lrrOfcxeOUFu8OJ9XxtBUdDbu0IymudhDg9u2G7t5OfxqhXkRBI5WYdSl14R8ASugzHQj3v0MZRUHdHtu5BTaWxzlYdflIhu34UUi4ekugXu0Mr1RLS2DqRYSKg2x0Y25OS4lRJuIYearV8gXreCcG7t8lMQYE1PrO8AHAS4lXIYFEpSqJV0nyXS/JRN79s5GjtD3ZkDz2a48s5y8nLztgid+8NrlJ+2uPZ+fk1lZi16mxMQBnG+F2y54rae4nI8rfDk55p46nNNZFp1tGi4L9v0MSsuRtnFdQN8N0AUBeo7dWRl66n9IAB/gxdAdaZGZbLCgd/eS23WYPAnw6FRr8Ci7MHtcxelBXL7wt+3VcwFkfBFsyCYuK61zgLkaIKmJ14jveeRlS/7IAjLSAtNB4IoLmV97oIgiPiujVsrsxXGqlbXQGrHoVW3GZ6bT+C7BH5IuBdkGeGuyFOUFRLdexFkifG3/wG7sHWeTOA6eLYZBhSSvHHgtQ4ideF1vPydEeyahyiFQXPDjsSaAY8gK2QPPEXjoy8hqvqy/YedrD6+6yAsHB+CGGqZKSp1Ow8j61Hmr3yIZ5mrBjzJlMBrv6xz4IDC9h0yf/hfRxdJyrIscOCgzNUr7qrPlzmRx5xY2VSgpGNIUQ1zPDwnQZGIbm/Eni7iFO5d6PFulGctTv7VIBe+OYooibi2h1lxV/VRvBvighyKNTm+6qTSnp/DMw3k5EqbpqRcT1ppRhF06uRGomISOzCIiAlUUccJNjc5vL+AR5KIHzqKFI9TPntqhYCbGIsTViY6ZwAAIABJREFUP3yEwLYpnzm1sCxG/NBR5GSoFOxbJtXLl3DmVzdRFFSV6M7dqM0tYdp0dHjdiFVpaibSvQ0pkQzl/UeGMMfHVs7uBQGloZHIth1IiQS+ZWKNjmKNDi+aTK6JIMCphcrCnm2A7+MYJezK2jMGQRDI3TrP7PX3F0tTQeATq+8gVt/JnW3gvuuEKVFB3JDDIwgCZmGGifM/XGxbd2ol4o3dRBs6ERUdzzaRtSjR+g6cWoncrXMEfnjD5QcuUNe5HzkSx3fuj1sBISFNToa8Gd/3sWc2lrgPHHcx4BFkOeweE8UVWSFrYhR7agI5mUJOJIhu34U9vTLgkXQ9bGNfcGav9fctMy69DVHTURuaFgd4e3Zm7ezObfgBbjkkAAuiiBxPICjKmorJgeuG9/ZGPc4LZQlBkhAk8b4GeQgtFK6cyPPYLzeSrFfpeSpNtk1bFvDsfzZDLKUQBDB6tcL4jbUFEcPqSbCwbZ9T35lmco0OrTWPyfCYG1s5MEmywCd/r42Xfq8NRQu1gKYHDa5/kGf8RpX8tE2t5GIbHo7tk6pX+YN/uZdUo7al/d8+j40gCKDGVUAgAFIdSQqDRQqDRVqONlEcKdO4vx4jZ5Drz9PxdDv1ezNUJqukt9fR//0B9LRG8+EmItkITYcaUKLrl2cEUaJu11HSex9FlJeG5cD3MOYmqE0OhRwZ2wizs5KCpOkoiTRaXQN6fRtyJLbgQ+hTGR/Aym+NKlAZ68OpFFCTmYVrFYRlsrkJzNx0uH+rRuC6ofRFLEm0sYNY2w4kVV92LvH23WR6HmP69BvrklBXQ3n4Bo5RQdaiC3weHVGNhFyaugYiDW0ryvFrwTV9tKhM8946Zm+ViGU16nfEGT239lid7N5H/dHnkLTlPCLPMqiM91ObGsGtlRAEEUmLoKWbiLVuR62rR5Ak4p17ELXQOmPVY3JgbtbH8wIkSSCZFFGU8Mb0fHj/PZtvf9NcHDKUbJzU4S4QBUqXRnByFRL72tFa01jTRWqDM6EIYXOawql+CqduEemqR1/4HEBvzxDf24pXsyldHkFvTaO3ZxBEkfLlUaypjUuQakym7UAdk1cLVHNb1wwLgiDsJNYjq+q8iaqKIEmhWv0KhKVUJ7CYdZakXap+kapf3LTo731neORkkvQnX8GZnaZ2fXl5Sm/vIPOp1yi++/bSYQsiUiyG2tCE2hKaoFljY6sGPFIySeaTrxDZtYfAtglcl9iBg9hTkyv8NgRFIXHkGMnjTyPIcjgLEUWEJ5+ifO4MhffeIVjQpBFkmcSxx0gef2ZxgBAEAR57ktq1qxROvBUSSx8gXLNCbW50GQ/HNcp4toEoK6HA3T0QDX3PpTo3ukyjx/cc7EqeaLYNUVrwnPF9As9BEBNh67oV7us2OfB+iYa3IUWiCFr4IhJkmfrXPkPmxVfW/Y4gySiZ7NI2ND0UJ7wrSPBNk2rfNSLdOxBUldieHopnT65oZ9S7tqFkQ36JW8hR67+x+n4VBTmRWPw79cTTxA8cXv+tKAgodenFP8OHVCZgjYDH9/BqD26GtRUM95YZulzm4HMZ4mmFg89nGb0WBjWpBpWdx0KOj2P5XHhjbt0MjFF2F5WXPcfnxocFzr7+YJze930izZOfa0JWRRzb5+wPZnnjP40xO2qsWn4K1pDdfyAQoL4nNNe9+YMBfNdn+ye7MIsW/T8YYPev7uDxP3qE2pzBta/3UZ6s0Pfdfrqf70TSJKbOTzNzZQ5BFEi2JXj0vz1CebzC3LV5fHftg5Yi8RXBjlMtMXv+LYq3LuHWyqsGDoKsIKk6ciSOXt9KsnsfajJDabB3y/5SVnGeQv8F0ruPYRVmKA1dozYxgFMt4lnmygmRICLrUaIt22h6/GX0bMvi5EEQRVK7jlC4cQ4ztzVfrxXCgqK4wCGSqdt1mJZnPo2kbi7gKU7VuPrGOIc/24kak/Fsn6FTc2vq8GjpRuqPPIsciS8uC4IAY3aMmdNvUp0YCMfaO8YIUdFQkxnSPY+T3vsokh4l2rS2mWatFvDjNyz6+1xA4M/+tMrc7FLm0LaDZfPzwPWx58voHVlSR7spXxkjcbCD3IkbuBUTr2ZjzZRAEqkNhNfNLRqoRxIoqSiB61H32A4qNyaIdGRJ7Gsn0pnFni3hOx7xfW3YcyWCde5PgGSjztO/u4Pv/9+9mBtYxawG3zQwx0dIHjyKOTGKMz8X3tOCgKhHSBw4ihxPUDz74covBwGz1jAebkgTCO6tm/j+Ah7Pw+jvI3n8aWL7Dy0LeARFIbqnBzwv5HDc/kqlTP7NHwKQefk14kePrb5tUSR+8DCJRx6j8P4JiifewjdNtI5OMq/+MmJ0efStb9tO+lOvYI2OkP/pj7FnppCTKdIvfJLk8adx8jkq50OuRWTHLupe+CTW2Cj5H78RrhtPkHj8SVJPHMc3DfI/ffO+Ls2KS+XaYZr2DgSBv5DTuY/ZfODjmnfNzINw27BU2nWtGsWx67Qc+RRtx16jNNmPKKvU73oUxyhTnrzFAxEaVNXFQVsQRdT6hq1vZJ1yTq3/Bu6Tn0Cpb0BtbEbv6FqmySNIMrHdPYiRKADVmzfWDF4FUUTUlrIESqoOJbVFg1lRXL9rYmFW83GgWnDpfTvHrsdSIV/n+Qxv/c0EtaJL5/44rbvCjMD0oMGt8+uX8oqz9mJXlqyKZFr1ddffLBRdZP8zGVL1angsA1W+9yfD66pDqxHxnjk8G0EQBOLNcZyaw8zlWdSFzIwgCtTmDC78xR0dhAuPy+TZaSbPTS9bBoTr3nlrrPN4RRraUBLL773CjbPMX3p33YlQ4Dq4roNbK2POT1K4cQ45lsS7e0zYBALXIXflJOXBaxizYxtnfAMf16hQGriMZ1Ro/9QXUZOZxeykEk0SaerccsCzAgvaXQELpa5NDFNqVEKNKdRyFkMnZxn8YBYtLmMbHq65+uROkGSS2/YTbeq6I8MaYOVnmHjnm9Qmh1ht575jYc5PMvXh9/GsGo3HXtoU/2hmxuNrX60xM+NjGquflCCJxPe0EOnIIsU03KqFFFHxHQ9jbH6x2uEUa0hRDXsuHOu8iolnhL+fqMgIioQ1VUBORpDjOp5hY47nQRKJdtbDJjq/RClcZ73AfT14tSrFcydpfO1ztPz6f0Vt4Cbugqmz1tRKdPsuqjevUb25ktebVlqoeUVUUccNHKbte+Oa3neGx5mfw7zVj97VjZytx13I1MjJFJGduzBu3cRdq314vYm0LBPtOYAzP0/59Em8hTKCOXCL6sULaE0ty9aPHzpK4HoU3393kf/hzM1S/PA99O5tRPf0UL3aC75P7MBB8H2KJ97Cngx7+N1igdKH76F3dBLdd4DyuTPrdt9sGQ9T82MzefrAJz94gUimlXT3QaL17fiei1WaY77/DLX5zWsZrL+fO3fpY46N4K8jKLUanPm5xfLJ3XDLJWr9N0jVN4SdWDt2YQ4PLJailPp69PZOBFHEM02qN66uup3Vjteangxb0bcAa3J8EyXQLW3ygeLqu3me/e0W2vfEaWjX2fVoimvv59l5LEW8Tsb3AnrfzlGeXz8oK87azI0aNG+PoOgiHT1xVF3csDV9I0TiEtk2bTFoHLpcpji7fmaivl1fdHV/0Aj8gJnLs9RtS/LE/3iMwAsojpSZ6V3IZq31W251+V1Q4qm7stYBlYlb95D1DXCrxY1XWwN2YfaeeDfVqSFKA5epP/Lc4jJBkog0tpO/tr4a+sNAdluC1v11DJ+Zp/ORLOe+PrRh67QciZHaeXgZh8mzLeZ736c2PcJGP+btgDHS0E5y+4ENy9KGAVevuGQyIj09MqmUwOysz8iIR6UcLJaRgyBAjKj4toszV8aaKRLYLi2fewxjLEfh9C3cfBX9kW1kPrGX3InrJB/pJrq9CVFTyL1zHWN4jvoX94MoUjh1i2h3Pb7jIXj+pm0oqnmbwmSNTGeMas7Gc/3F7wWwMY8nCKj1X2f2R98JBWEPHA0rG0GAbxoUz52kePr90L7nLlh+jazajiKoeIGLIiwvZ8/Yw5vK+tx3wOObJrW+G+g7dhLdtZvSQsAT2bUbUdOo3bi2KIa3FYi6jlJXhzU9hVddPluxZ6aXEWFFPRJmEgIftaUVKb5UphCjURAl5GQKKRKFIAgVe2s1rMnl/A+vXMaZnSXasy8M3jYR8ISlM2nTNeWPE4qeIFLXxEzvO8zdPEXgeYttlQ/qrRw4Nv5C8BG4DvNvfB9rYmvdGoHrrqmtFNg21f7rJI48iqTrRHfspnj6A9x8DgQBrbUDpaERAHNkEGd+bR5D4PnLgrHiqQ8oXzq7pa6GwPcIVq05/2ygOGtz+a0cbbvjxOoUdj+WYrK/yp4nUgiiQGHS4sbJAo61kQ8OXHu/wP5nMwgCdB9K0LE/zq1zpfu6dURJWBa8GOXVyZq3ISlCmLFap9vrflEaL3Phz3uRFJEgANd08TfwCbpf3E3+XWvZzyyCgPLwNbKHnlkK3AQRJb6SgPpRQFJE6rcnsCouLfvraDifWPZ5Zc7EKC5/biONnaip5VILVmGOYv9F2GTJ362VKPZfJNa2A1mPrruuIMC+AzL/3X8fp7VVxHHCzq1rVx3+5F9XGR/zwA8onR+ifGUszNy7HoHjMfP9CwiyGJah/ABjLMf4336wOHYVzwxQujBM4Af4loOTr1K6NBKqGlsu5ngutJwQwBidJ3A2Pj/P9qnmbJ79Z7sYvZinmrMWn9XqvEXv6xv7WQWuS+XaJYyhftRsA1IsQeC52POzuMXCmtnwOWcUQRBoVLsREFHF5RlmQRA3NQ49kC6tWn8fqcpzRHbtoXL5EngekV17cItFjMF7c90WZAVEMXyZ3EXcDWx7WdeDoMggS8h1adIvfnLVjEfghLVCRBFBlkKS6GqO2I4dljqUzWlAWJUcoqyQ6tiHXc7h2SairOKalS3X0BfOJmT2CwKSoi+0Pkphu3ngL3YI3Asi6WaUWArPsQBhcduiIhJ4zgPh8Xi1athOvaBBIer6fbVXrwZ7cgJrYpTI9l1oTS1oza24+RyiphPbuRtRVvBtm9rN6yuC5TsRuHZowbFwrFIkQuA4GxOXf45wu938qV9rJtWg0n04wdiNFE3bowR+wNiNCsO9m+OrXTmR45nPN9OyM3RAf+FLbRSmLHIT1rpBiigLKKqAY/oruDeO5VMrhXV5QRDItobdV84qt4wowa7HUhx6IfvQMjwABOAaLu5H6ALh1Mp3PX8Cia69VMb68e2P19V7s3DKBTzLQIwuBReSoj1wI+LNID9apVaw6Xm5lVRbjMd/Z8eyz698f4yhU8s5aLHWbStKUZWxm7i1reneVMb6cWulDQOeujqB3/+DGGOjLn/2Hy0qlYD6epHf/lKEX/uNCP/2X1cI/JDDE9z1LvFtl2W0QT/AN5YW+JYL1tI4FhAQ3PH5nQHOhhnqBWjxsA29VrDJdsXIdsUWP8uNVDcV8IQH5+NVKxhbcFdwA5tJqx83cPADd0vqynfigQQ8frWC0XedxGNPoi7MrtWmZmpXenEL91YWCmyLwHWRIpEVBGVR15elHX3LIrBtrMkJ5r/7rVUzM4EbdgJJ0RieaSInkoixKH7ljosuikjRKIHn4W0yK1WeuElp4ibprgPUde4j8H3sSo6xU9/ByK3SMr0BtESGpkMvoMUzSHoUJZokoepse+FLeJaBWZxh4tyP8Fd7I2wAq5IH36f1kVdoOvjcItfHqRYpjFxh/ubpFVo/W4VbLISRekvYSaG3da5UTr5PuOUSxkA/emc3oqIS291D9cZV5EQSvXMbQRDgFHLUBvrXHWh9y8KemSIIfARBQmttR1DUf1QBD8DEzSr9Z4s88nI9LTtCP6z/n7s3j5Lruu87P/fttVfvC9DdQGMlAAIEQHCFRJqUqH2xJCe27CxybGfx2E6OHXvmzNiZJI7tnMmMFTtn4shbYsuyHVu7TFIiJZEEdxAEiX1H72t17VVvf3f+eIUGGt0AGiAoUvM9Bwenq+pV3bfe7/0t369uxumo4wdKqzLeBChMOHzvzyf55L9aTyqvsfNH2tEMhQN/NcX0+SbNSkAYSBRVoFsKiYxKtsNg4I4063dlePy/jjF7cen1ZdcCps402PVoB5ouGN6T5Y4H2jj6bBH/UrpMQDqvsfHuHB/8uUHa+03CIFpsk///A5yFaUK7Gav4tpDbsAu/UaV08mAs5Pcut26XUUjo2ugtwiOEgFb0+60qP98sGgsur/z5efq25dmwv4dXv7h04e3Wly4aFd3AbOtZEqmXUtKcvnjDTtmrEdg13PI8VnvvdT+XzSl0dyv88RcanDwRH58zp8FKCD79YwkUAe+ch8ByVGcdnvidlZ/l15KzWAJFRW9rR3oeQb16S9dzbBp66/fBbdPhaZw6Qfb+/SQ2bEQGAYppxRPdLd6kkePiF+Yx1wyg5XKXC0+FwFwzgDAvM3HpebgT46R33oViWQSjpWv+bths4E1PYfb2kRhaT+P40cX39PYOjL41BJUK/vzsqsbp1UuMvfgVMr3D6MlsXEFeL7dUjmMUL7xBbeYCXmMpEQvdJnPHn4ul4FtL3yjwaS5M4lbj1cfViguB04jbVAB7YYqp179DfXZkyWdkFFAePYZTmsW3Y0JnZDro2no/bm2BysRJIt8DJELVSLavYc3dHyJwmxTPvcZbgQwC7JELJDdsRug6ieGNaNkcQfXW6wqW/4ikceYE2X33oeTbsQbXoabSWEPDqMlUrH0zOX7jlvgowpkYJazXUTNZrIEhzJ5e7JELt2+s7wI0ygHHnyuy7cE2EhmNLffmUTVBcSrW3lktQl/y6jfnaO+3eOQfrMFMKtz1aAeb7s4ycbpBadrFdyM0XZDIaOS6DboGEqRyGrWiz1N/sjy1GYVw5Jki93y8m+6hBLkug0//2jCb78kze7FJ4Esy7Tpr70izeV+OZE7j1EtlrJTK8F3Z23mY3lH4tTK1sdNxa3Or9kNLpOje+yip/mEqZ9+gevF4S1vn3Qkp5TJiEythvzNWCF4jYPZ0BbfuU5+//gJRS2QW2/ovIXJj64ibhpS4pdXVQQmxvOPwBgLNq4Ji6WjZBGrSQNFiEhcFIWHTI6jaRM7NZwlkJJelAW8GWjpNz0c+hT0+QvHA926pmSPirRHn20Z4/EIB+/w5Ujt2EjkOzuhFvLmr6ieEQEkkURJWnEpJpWI9h7Y29M4uZBQR1utxdCcMqL3+GtbQetof+xCVF58ntG2swUGSm7csy2/XDh3EHBii/QMfxujrw5uaAkWgZXMYvX3Y587G5CaKqB06iDW0jrb3fQA1lcadnkTLZsnsvQc1nab47cdvqu4osGuUriPaV504tey17MZOqucLFM+1Osd6Mxi5BJXTcxROvbSq33UqcziV5TUqMgqpTZ2lNnUWiPObHRv3kl2zhYvP/gWN+bFFgiWEINU1xPqHP0uyvZ9bs6xcisbJo2R27sZaM4DZt4b8gw9Reu57NzSIVSwLECtq5lwNb34eZ2wEPd+OlsmSHN5IcsNGhB6ns+onjq6KbNujF7FHzpPecRdqKk3bex4hqFVjn67rbC90PW7vX8Hd/d2IY8+VePgnHQa3p0lkNKSUnHi+GNss3AQ8O+LpP5mgMufx0Gf76BpMkMrpbLln5e42KSWBLynPeQTeysdz8nSdJ//bOB/7xXXkeww6+i3e+xN9BG5EJEHTBaomsOshB781x5NfGGfb/jbW78qs+H23imRC8P7HTN6z3ySVEiwUI770pSYnTwZs3arxmU8n6OlRUVV45hmXL3/FJgigv1/l7/1YgvXrVRQFTpwI+B9/1qTZlPT2KvzYZxJs2aLj+5Knv+vy1HccvKue9TL0KZ54mUT3WpI9g4sRbEXTYwXjnkE67nyQ6shJaiPHcSsLcSfWDyjqI1QttpjQtCtsJlp6Ua3/9XTumsrC7xScqs/MKhZbaiK1THfHb1ZaC8Obx2qsNSqViOnpiM/+VIKvfdWhXpP09Cr8+GcTvH7IW7X0gtBVjPY0iaG45Ty5sQejI41iarGuV6shQEYSwpDIC/AKdZoX5qidnKR5sYBXrCO9tzcKJ3QDs28tjXOnFruIf9C4bYQnajZonjpB50c/jkSw8M2vLqu2FrpO7oH9pHftQTEMlEQCoWt0fOTjRI6D9DyK33kiJiZS0jxziuJ3Hid77wP0/NQ/RoYB7vg45Reeo/2xDy/5bm9ulsLXv0zugf1k996D+mgeZDwud3JyiRaKPz/Hwre+Tu49D9P26GOo6XSc3piZYuHJv6N5RdTnRhCqILuxk9RAG16pycLhSXJbukmtzdGYqFAbKZLf2o2Rs4hCSfGNSRK9WTb8xG5mn7/IwpuTRG5IdrgDZyEeY6I3Q25zF4qm0pgoY8/VSfSkqZyeJ7+th/pIEas7TXZDJ26xSenY9PWLKoVAM2MfGNWwYrIjI0CgJTKke9ahmkmc6u1xD/bLJcovPkfXhz+BmkqTv28/ajJN7c3XcKenYpIgZSwymEyhtbVj9vRhrR3AmZqk8vLzN/wNGQTUjx8lvX0XimWR3rkHPd+GUBS82Wmcq5Sar/k9fuxzZfb2Y3T3kty0le5P/j2qB1/GHrsYd22FYZzuTCTRcnmMrh6sgUFkGFF48hvv+lQDQK3oceT7Cwxuj/VF7FrIsedKuDewWVgJzWrAs1+a4vTLJfZ8oIvh3Vl6h5Ok8hqGpRKFErseUJnzmB+zGT1e5+QLJebHViayUQivfHOO4rTLfZ/sWbSV0E2FwI+ozHlMnW1w5HtFDj05T7Map85SeR3PDq/bwg6wMOnw1B+Po2iCeike19VQFHjkEZN/8FNJ/vyLMcnJ5wWFQoSU4LqSV171mBgP2bRZ4x/9wxSHXve5cCHgscdMNm3S+MIXYvKbbxO4riSZFPzMz6TIZgR//CcNuroUfvpzKYrFiJdeWj4GpzDF9IGv0fvAR0it2bgYbRBCoBoWia41JLrW0LnzQRrTF6mNnqI+fga3PP+2XINqIk2iow+zvQcj246eyaMl0qhGoqUdpreEMjUUVVvqM/VDBlU3UbSl9Tuh07zlVNxqZAHKJckff6HBP/v5FP/Pf86h6YJmQ/L977r87V/bNz6lQmD1t9Hx8B20P7CJ5Pqua4odXo3k+m7y+4aRYYQ9XqT00lkK3z+BPb5wU00bt4Kw2XwbhbSuj9tqLdE4cTROBQmBNzu77CaUQUD9zcPYF65dyOzPzy1uJz2P6muvYl84j5pKxRGgSoWgXiMoFgnt5uVuHinxZqZZePxbaPl8K1oAkecT1mvLtFjcyQkK3/gKWr4dxYzrNsJaLU693MTJMDtSdN+/jvlXRvFrLlZ3mo671jB/aIzOPQMgoOfB9cy+cJG2O/tw5uq4xSaRF9KYKBPaPlEQoZga2Y2dVE7PkR5qI7elm4XXJ+jcN0DxjSlyW7upnJmn4641hE5Az/711C8W6di9Bq9sU7t47diMjELKo8dI926kf++H6N62P5ZGV1RU3UK1kpRGjlAZu0EL92oRRdRPHkPL5sjf/x60TJbMrj0khzcS1KpxZ5SM02nCMFATCdRUBhQRFxGvChJ3ehJ3ZgprzQDJ9RtAKMgopHH6xDLV7+vBmZpg4btP0vHoB9E7u0ms24DZ3UdQLRM6DoQtBWRdR7Es1FQGxbJonjnJlQrZ72ZIyWK7t5SSseO1WFn5OkM316/D6OulfvDQigX+MxdsnvzDcTJtOpmWoaeqC2Qk8d0IpxFSL/lxUfL1+HjCIvJ8Tr9cZvxEnVy3QTKjoWiCKJK4jZBqwaNe9BdvzbkRm298fuT6O62qCENnfszhG783et2PJhKC+x8wOHDA44knHK4Wzh4bC6lWJZYlOHkywPclPd0K58/D5ETIww8L7t5n8MLzLgdfDQhDaGtTuPtugy99qUm5HNFsSup1yZ7dOi+/7K04oTVnx5j8/pdp27aP3MZdGOn8shpG1UyQGbqD9JqNuJUC9fGzlM+8jluaveWIxCUIVVu0mEgPbELPtF02L32HUlM/CAhNW/Qku4Qo8JeJn64Wqz0Pp08F/Ob/WaW3X8U0BY26ZGI8XLSauBYUU6P9wc30fnIvyfXdKLp2S3JuQlVIDnVgrWkjf+8GZr/xOoVnTi4pgL5diFwHZ3oCo7M7Fgd+B7pbbyvhiZrN2AH9mh+I8OfnYlKzWoRha5ulL7uT4yt+PHJsvJnVpaOiZhPvLargagkdJFROzyMjSXZTJ6EXUD1ToG17H0bWwivbVM8VSPbnUE0Vp1DHrzlULywsqls6hQapNfHpkEFEY6JM9cICuS3dCE2JmbsQqAkdLamTWpMntH28srMqIajazEUuPvsXZPs3Y2Y7UVSNKAzwmxUahXEac6O3xVriEqTnUn75AGG9Sm7fA5j9a2NLiFx+UWPnyvy+jCL84kKcSlolgkqZ5vkzmL39i90VfqmIPXLh5lZmYUj95DEixyZ/33tIrN+ImkzGJHulsUoZ14LNzfDDQHYAdENh2/5YIdp3I868WrlhOktJJdE6O64rShYFksq8d0PtnGtCCDL334tz+ize5BTNarDE/uKtwFjTj7V+iOqzN44YahrksgonTvhc/Rw2DHj/+y327zcIw/gy6OhQUJSYSD7zrEulGvHIIxa/+qsZXnvN40//exNNg/Y2hU/9aIKHHzYRxJqa8/PRdRuX3PIcs698m+qF4+Q37yE9uAkz17mkoFYIgdANrI4+rLYechvupHz2MKWTB2854qOaCfJb76ZjxwMYuY44dXUDkiNlhAxjjy2kRNHNa3pxvZshhMLVhTMx2bm1+3u1RCmdEWzYqNHRqS7qrW7arFGtRhx4dmVSrFg6PR/bTd+n9qG3pd46ERUCRVdJru9i4HPvRW9PM/O11wgbt28+AAgbDSoHXyR39/0k12+iefFyl/y0AAAgAElEQVTsD5z0rJrwaFqCKAqIonev5sg7AbfYJGh4rPvMTuyZGguHJ+FOyfof24WMJI2JMsn+uJg5dIOYnEjwKg7rPnkn08+dRyiCrn0DGLkE9fEyMpKEdgCRJHR83GITPW0w9IkdqLqKU2hQODSOkTXjfGxpFaRNRjilGZzSW1Q9vQlI36f6xiHs0RESwxtIDG3A6OpGTaYQmkbke4T1Ov7CPM7kOO7UxKq8txa/PwyoHHwZZ2Js8SEb6yvdQstiFNE8fxZ3dobE0Po4ytO/Jo7mGK0IoN3ALxbjyNLUOO701MoTi5QUvv1NFCuBkIKoGEetFFUn37WJanGUwLsc8jaTbWhNyezffAkUQeQ4sZnobcTQjjTr7oxrXirzcXprpaGruSype+6OHagvzehCYKztJ7FjO0LTsE+exr04QmrvbgD0nm4i26Fx8BBhvY45vI7Els2gqrgXR7BPnkZoGum9dxGUypgbhgnmCzQOv0n63n2k7t6DOThAWKtRf+U11GwGvacbVJWwVEZrb6f+8qvIICC5awd6Tzd+oUjzyFGEppO6606IJGpbHnd0DPvYCayNw6TvvxetLY/W2YFzYYTm4WvX2bmuZGQ0YPt2nc5Ol0olQlFYjNR89ieSPPlthyefdMjlBFu3XH50qiocPRpw7FidnTt1/tW/TPP9Z1wKhYhz5wKeetrhuedcoig2h6xUlrfnXw0ZBjRnRrDnJ7BO9ZJeu4ns8A7Mth5Uw1ysmxFCgKpiZNvpuuth0ms3Mffa09RGTt6UzIRiWHTve4z27fcu8cW6VIgcujZuS5TQq5cJ7QaR77aiICEyDNESKXrv/8g7pr3zVhCbgi59LX6m3BqZuJZw6pVIpgT/6HNJ3v8BC8+VhFd0Oo2PhTx/wLvUn3LFoKDjvVtZ8/fvQ8tcrjmKfapCQtvHX6jjzJTxCjUi2yP0QoSUKKaGmjDQOzNYvTn0jjSqZSB0dfFa0nNJ+j59N2HTZfbvDiO929cnphhG3FSiKHR96JO4M5fLG66EMzlG9fDbI1a5asLT070T2ylSLJ59Wwbywwq/5jL++AkUU0MGEX7NZeLJU6imRuiGhI7PxJOnCWyP2RcuLkZ0Rr56FMVQ8WsuQsR/CyEIbB8ZRghFEHohE0+eJnR9Lv7tm4v+UkHdY+bZ86hJPTazbL6LSaiU+MUCfrlI/dibCE1vFTy2XKajEOkHcQj4FsLHQWmB4HpO5DeJsF6jfuIojbOnYy0mtbXKbblVyzBAej4yDND0JKlcP0Io+G4D1y5jpdrRjCT+5By2UyPdtpbOnq3QsPHcGslsH1KG+G6DZi2OdOpmGr9axp46i2akMBN5UsluPKWG79awUh2xJpOUNGuzROHNnW8rpXLPx7rJdsYFpadeKi9rD7+E1N7dKLqOfeIk6fvvQ9o2Wj5P+t592KfOID2PzL37iKo1zKFBhKZSe+ElEtu2kr73bqrPHCBq2tjHTyIsk/S9+/Cnpok8j8SO7djHT9B8/Y34WHoe9vETWMPraRw6jDsxifR8kjt3ID0PraM9JpsywtywHmHoqNksjUNvkLhjC+l9e3HOXSB93z1Uv/sM3tQU6Qfuw5+ZxR0ZQ+vqRO/spPr9526oBeU48O1vO/zCL6T5l7+UZmIyRNcEzx1wGRkJmJoK2bZNQ1UtenrUxUy6acKHP2yxZYtOqRjR2aUwMRkyPx9RKkV8+Ss2H/yARU+3iudJDFPw7ScdqquMYskwwJ6bwFmYpnT6EMmeIbLDO0j2DGHk2lGuSHfFysYD9D34MZCS6sjJVbVUC1Wjfdt9tG/bt5TsRCH2/CSV80eojZ4maFSIwiC+BxbrAC/DyHbcskbYOw3ZMu+9Eso13OhXA0W98dTa3q7wnvea/OEfNDj46tIi5TCQK2odWv1t9H5yL2r68nmKghB7dIHyoYtUDl3EGV8g8lqL6yha5BNCAIqCoikIQ8PqbyO3e4j83cMk13ehGPGYtZRF78f3UD89Rf3EKrV1VgE1mSK7514UI1ZJNnv6V7w+o2sYMd8OrJrwCPHuVxJ+pxA0fbiCdARNfwkJCZrxCQztK15reNBa5EvAK608AV3a1q8uDS+GbrBoALoSNMVEEhFGPoaaJGV1UWpcv47hbUUUETkOcP2JRwj4yGNJGo2I7z//gxFcSyYFn/5oiu1bDeqNiL/+WoOz513CG1hipNvW0t5zB/XyJEZXhsLUUTr7d2I3CuQ6NjA/8TqGmcFKdaBbWTyvgW4kMBNtZNvXIRQNuz5Hpm2QMHCw6/NkO9aR61hPszZHtsOkMHWErrV7cJoLZNoGGTnxONwE4dF0wV3v72D3Y50oqqBa8Dj4rblrKisb/X1UD7yINzqG1t6OOTiA1taGuWEYhED6AVpPF3pfD4QhztgY3vgkSMg++jBKwoIwxFjbj5rNond1IgwDPA/p+zRPnCIsXm6FD+sNIs8lrNUIS2WEYSD9AG92rqWvFQtBqpkM1vC6VqdnAq0t7grzJiYJCgvYZ84Slisk79qJmsviT88QNZpEaYegtLrW+6PHQn7rt2rs3q2TyyqML4RMTIRUKpLf/y917r3PRNfg8cdtnnnGZXw8wPfj6I6mCZIJwbFjPocO+RQK8fF98kmHifEWWdIEEycDJiZvftUsw5CgUaV64SjVkeMkOvvJrNtGftNuzHznkoiPkeuke9/7ccvzq3JMN9u6ad9xH6p5WShPRhGV80eZPfgd3IWbiAr/kJb5RL63rE1aMaxbVtC/NKlfD5oWG4mePOEzN7uKxZ6q0PHerSQGOmLTaymRfsjCsyeZ/sprNC/OXTcDd+mtS7/kL9SpHRun8N3j9H5iL10f2Bl3dgmB0Z2l85HtNM7M3NBUdLUIalXmn/jaDXvub9TN+1awasJTqY7S23MXqmrgeQ1AImVEvT5NFL31nLsqNHQlgaYYKC1yJWVEJEMC6eGHDtHbIMOkCh1dsVAVHVW0amiQ8e9GHn5kEy2LK767oSo63bktBJFHpTGBppq0pQdwgxpRFOD4VUwtjRAKitBw/ApCKJhaGonE8WsIwNQzCARuUCe8TalMRYF8TqFej5a15l7CugGNcuUHV8Xv+5JjpzxSKcHP/FSWlw46nD1/4/2VMqJRnaE0e5LuoXtIZroJ/AYLU0foG96PZiSpVyZJ5fopz51G1S0C36Y0d4Z0fi2aniDwbJrVWQwrTjfJKKJenqKycJ6utXtQlPgBpGkWxZkThNcRnExmNXrWJxZdzZM5jW3729j3kW4y7QaeE/Lil2euq6wsLuVxiCdZKSWoCmGpTOPwm0jXpX7wEGGpjLVheLGj41LNgprLkn3PgzRPnMKbmMIYWHt5DowipHOt8V/xEJTxypQwaqnASlDiB7xz5izeeKznEzkuSiIRd3gGrXs0kre0Kk9uvgNF1xk5foSRkeX3+9hYSHXwXtzJceyL55a8d/ZswNmzKz8DwxDePOLz5pHbGPmIolbUZ4bKuTdp33YvbXfcg2omFklPomsN2XXbKFQWrp/aUhRS/Rswr7BUkFJiz40zd/CpmyM7irIq08x3I0K32VKgvwwtlb3l/dGTN5ZMqFYlM9Mh23fE0UHbkYvRGBmxrHBezyfJ3DmA0FvzYxix8Nwpxv7kWfziLcpjSHAmS0x88QWiIKT3Y3sQhrZoWmr25nEmbodYCcjAx5l4Bxfd3ATh0bUEQqi0t21efC2KfGy7eF3CowqN/vQ29Jb3hRNUmW1eIJRe632ddmuAzsQQOaMbS8uhKyZCKISRTxA5NIIyVXeOeWeEijN9W4iPrli0WwO0W2vJGt0ktCy6YqEIhUiG+JFDMyhTcecoOuMUnQlCef2HVlJvoze5afFvJ6gx3TiFvA7t1hWL/vS2RbIF4EcO0/VTBPLaoT1V6PSmNmOqsTKrRDJVP44bNtFUi2yijzDy8QMbL6iT0NtoSw6QtDq4OPsC/e27CCMPP7AJag5t6SEMLYWhJVmoXUAIlWyyDwHYXpm5yhkkb52EtOUV/vnnsvzll+ucH1l+3UgJ/+WPbs7A863C9+HwEY9iMeKzn06vejspJTIKWmdX4jRLJLM9dA/sRVV1XLuMqhpoeoKOvh3USmNEURg/zaQEAVayjWzHejQjQaM6DQKkDFvLMYkQCkJRCUMPgUBRtGvebz3rE/zs5+8g22EQSdB1sUSD4/hzJb7/xSnc5rXPY1AqY64bIqhWMQcH4tRqpdqyeJH48wXUTCYOO6sq5rpB7JOnMIcGCKs1ZBihJBJ4k1OomQxq9ipxwKtvhTBEeh5qPofQYzuZaxxsvMlp1GyWoFiO7WEAueh2v4KLteuipNMoq7AMCarlZd1QV0PLZPHNG6/cf1CQYYBbnGXm5ScJXYeuvT8SWzkAQlFJD25h4cQrSPfaTRyKqpHsHVxCEmUYUBs9hbNwc0rxiqYvSYn9MCFo1gidpbWQmpVCS6z+eXAljFzHDT8TRRJdh1/+1TQf+JBFoRAuprHm5iK+8F8bS9Jcej61GN0B8Ap1pr988NbJzhUIqjYzXzlI7q4hksPdCCEwu7OY3dnbRnjeDVg14SmVL1KpTqBpBmHoxw9lIAyvn29TFYOh7G7SejsAVXeeqjdP3S+S1ttZn7ubzsQQhpJcVm2uqCa6apLQc3RYA/SmNzPfvMBI9TB2cGvKvYrQ6LAGGMzsImf2oivWst9VhYKq6FhahjZzLX2pLZTcSUarb1BxZ6458ZtqivXZvehqfNPXvQXm7Yv40bVX5Tmzl425exe3gZgo1bwCZffa+VNDTbIxfx8JLbu4zWzjHNDE9WtU7Wlcv0apMUrK7MD2ikyW3mR99/3oqkUUhZTq49ScGTTFJJ8aIIz8OJypp0kabSSMPF7QQFMthFCwTElbXqFSjehoV9E0qNUiFkpxEaYQcadLLqOg6+B6ksJCvHJRFejsUNm90+DhBy1ee8NFUQXNZsTMXEgYQj6r0NmhgIByOaJQXHqcLVPQ2aFgmgLHkRQWQtx43qW7U6XRjEgmFFLJWAdlvvU+xKJybXkFyxREEsqViHIlWrFwd7VolCexa7OEvs38+GF8r87ceBNNTxLMnyX0HaLAY+rCCwihEHjNxc9VFs7H1h5ELEwfQwiB79Tw7CoIQRg4zI8fJpHuxLXL+G6NZLaXRm0Wt7nyAygK43ZwoYCuCKQE3w5pVAKOHyjy1J9M3LCbqn7oMNn9D8SFyK5LUCgTFArUX3mN1O5dpPbtJSwUqb7wIkQRQtfJf/gDEElqL75MUCrhjIySe9+PEBRLeOPjMdGIIoLKcjl5GQQ03jhCas9dWMPrqb9ykLDRRLoukW0TtYgWQsE5d5z0PXfT9rEPI32fxptHiOoNwmp1sf4rrNWJWifdm5jE2jhM28c+TPPkKeyjx5ftr9HbT/auvaipdFw4PzkOqkpyw2aSGzcjENRPHcceOY9QFBLrN5LcsJnIdagceiU2rX2HIQOP4olXyG24k0TXmsXXjWxHTJCvt7FQ0FNLi4wj37tpsgNgdfQilNva+PsDQ+jaeNUFZDS8SP6EopDsHaI+eX2LmqshVA2ro++Gn1MUmJmJ+M63l6fOgxWsGlRLR8tdLlRunJnGmVq9UvqN4BXq1I5PkhyO7aHUlLmkVuitQsvmyN2zn8qrLxBUyyt6rAlNIzG4nsTgMEGjTvPcKfxy8bbpTN1EDY9CV+cd5PPrmJx6FdteIJXsplafvqnOLUtLYaopVKGxtf0hcmYfyirEqoRQSKhZBjI7sdQMp0rPYgc3FwnQhMFAZidD2d2Y6ura+YQQmGqK3uQmMkYX58uvMNNYOdrhhU3ssLZIXjTFIKHl8K9j/pc1ulHE0tOgKSYZveO6hMdS04tRM4C6XySQl2+cIPTIJHrwgiaR9AlbUQG5qFsuiVoRq1D61OzZuGg6dKk2p4gin0iGuH6NujNPJAN27zT53/5lnpcOuuy+0yCTVihVIn7nP5d585hHe17hV/6XPFs36WgaGIbg6080+cP/USWZVPiJT6V47JEkWzcZ/NI/zVGrRxw94fH7f1ilXInYs8vgs59Js2enydceb/Dv/q/LaqWZtOBzn83w6EMJ1FbW5etPNPmLv62RSSv8x3/TzuR0QG+3Rke7iq7DX/xNnb/5egPXk/zoR1J84kNJTFNgWYLR8YB//59KjN9CPcUlhIHDpe53z4kJuGdX8OzLZFzKCKdx2aTw0ucC7/JqsumvPLlc+qyV6kA3MzRrs0u++2osTLo8/aeTdA9ZGAmVKJCUZl0uvllj9FgNbxUig/7UNMWvfiOONEVxRyFhiH3qNM6584ta+DKIC1fd02donjgFMkL68cGoPnMg1jSJojjuEoYgJeVvPr5ilMU9fxFvdLxVI+TjzSzX8EIAYUTlu99v6aXEXSlISenvvg2t76187/uXyU+5QulbT8bF/tcwSPRmZ1j47rdJ79iF0dkFgNHVTWbnHiqvvABIcnffT1AugaogFEHp+WdI33En2T33UHrmqVWbL76dCJ0Gfr28hPDEooCreLZeFVWTMiK8WcNSRSE9sOUds5F4y5CS5uwYuY27lkSpUms3ohx5/qYMXK2OPvRM2w0/V1yQ/N7vrlyvIuXyHg6hikWbCIhTUTK8val/Z7K42Jm52utntVBMi8y2nQSlBWQUITQNb3Yae2Js0Y0+sW4DPR/9TNwsoqikt+5g9ht/vaI/5q1g1YSnvW0jqVQ3UoJpZLHtEl1dO3DcCq67+miLrljkzT7yZj95sx8hBJGMCCIXJ6zjBjUC6aEKnYSWw9IyaEIH4ty0QKUruR4nrHG69DyRXF39kCp0hrK7WZfdsySaEskAP/KwgypuWCeKwhZRyWJqaTRhtIiRIKW1santAUAy0zi7jPR4YRPbr5DRYz8cReik9DxVb2VfLoEga3Qt1ixdOdaU0YFAuWY0Ka13LNprSCmp+8UldTalxiheUCeUPq5fZ756BoC5yhk8v8Fc9Qxe0GhtHzFXPU3K7GilEj1KjTHcoIGq6ARRTKRUVTC4VuPchYD/8LtlFAG/9kt5fvIzad48VsRxJd/+XpP/+fWIRkPy0AMWn/lEiqe+b3Nh1Ocvvlxncjrk538my29/vsy5Cz6uK6nW4n088LLDG8c8fu+3OzGMpQ/ODz2a5JMfTvH7f1jh5BmfTRt0fumf5pidCzh42CWTVrh3r8Vvf77M+GTABx9N8i9+OsuBlx1GxwOOn/K4OOZTWIhY06fy67/SxkMPJPji37x9BXK3A55TYXZ0dS2a9ZLPgb+++ZX51VhRG0PKZa9LxyHyPOTVxQZhuCIJuGZK6ervvh6BWOm7r/zeYPl7110bygjpe/HYWiTLaO8kbNRwpyeQQUB6206M3n5kEOJOjBGUitgj58k/+BCKlXhbiyxXC6GqS4qOIY7URDciY1ISXtXBJhRl2Xfd4NdJ9Q+TXrvxJrZ596ExdYGgWV9CeBKd/WQGt1A5d4TVaPIIVSM7vAMtubpUWDot2LFTp69PXSJSXSpGPPVtdwnvl2FE5AWoibiuKHL9266wHV3poh6El2vjbhO0TJaOhz+A0DRAEDSqFJ99mtrxNyCKSG+9k8h1WXjuKRQrQcdDj5HasIXK66/cnt9f7QeTqS7K5YskEnFxm5QBiqIu87S6EYRQGMruRlPik+aFNvP2RaYbp6l580QyRCJjkS6hkzP7GMzspM1ai2gVNgoUuhPDzDbPU3RWFiBc8pso9KY2M5jdhaaYrfFLnLDOTOMMM80z2H41rg2SLSl3oZG3+lmb3kGb2Y+q6HExoJplQ/4+Gn55GZEJIreVapOAQFU0ktrKHkMApprGaqWkpJSE0kdTYoKV0vLoagIvXDk/mzbaEbQIDxFNv7SkxsgPbcrNy2aNzdak1PTiELztLQ2FBqFDpblUv6ZmLy9YrNYivvZ4gzeOxt/3+hGP3XfG59K2JafO+gwNaHSsVQkjSCYUursUzl6A+UJEoRTieZL5QsjUzNKbyfehWIpwnOUk79GHEhw76fGt7zTxfRgZC/jwo0keejDB0RPxWJ55webASw6OK0mlbP7JT2VIp+Jr5txFn/VDOv19KtmMgu1IBtb+cIbf3y2oPHMAfsAu2D8ILJtCxBWBi7chgiEUFT3TFhfOOrcihCpI9W9YVjfiludvKMApZYRXW/osUHSTRPdaKheOsmJv9FWwOnro3vs+9FTuh1qNOTZwPYWRe3BxP1QrRceOB3AWpm/c8SYEqTUbyG+6a1WpvXRG8M9+Ps1de3SEiLtFK5WInh6VJ/7O4envLCU8YdPDLzUWCY+atm779ahnElxqIAhqDkHtNnfKKipeYY7K4VeRvk/mzt3k7r4fe/Q8QbWClsvjV0o0z52OC+qHN5MYGv7BE55ms0A2O4immXGdh5GJQ5/hzasxGmoiNhWMXM6XX2GifmzFgmAfF6d5lrq/wB3tD9NhDS52IVhahs7EOsru1A27qFJ6O+uyey4X+EpJMyhzuvgcBXt0eRG0BB+YaZyh5EyxKX8//ek7UITaIiNtDGZ2cXzh6SURGImk7pcIZYAmDBRUEnoOgYpcodA6qecXU2th5LNgj9KT2nT5PWVlwiMQpPS2RQIYF1jfRjfy68D1YHru8r54XoSmxuO4c7vBL/+LHI4rmZ0LSaXimhnlOkq9q0VbTuHU2csquEEoKRRDentU9FY0aGomJAjiJ0QY0GruEeRzCr/4c1m2bjIYHfcJQ+hoU7iN0dq3FUIVcb3PFR43QhEoWrwDURCt+r3biWt3XP1ww18okN52J0ZvP0RRbDA8O01iwyaswXXYoxdIDA3jl4qx9chbhGom6N73fhTdoD5xlsbkebzKQiulKLlmZEEIhKqR6h+m557HlkQVZBRRHztzQ10cGQY0Z0eR0f2XDUtVjdzwDmojJ2lMX7ymlo9QVBI9g/Tsex/pgfi5JaVcRnpS6R5Sic6YBEhJqXieRLIDTTXRjTSF+RP43o2iZKJFPJfftAJxWSSzVex/K4h8l8rZN8mu24aeaVuca1JrNtBz7weZO/gUTnF2heMRp3/SazfSc+8HMXKXggLLj8WVaGtT2LVb5w//oEEiKdi6VeOrf2vzkY8nmJwIlwVv/HITe2wBsy8fL74HOhCaivRvUxRGQGJ9V6txQuLOVXFnb++8Ij2X0svP0Tgd19MFtQq9n/5JlEQSqhWEoi6ah0s3wC8XsdYM3LbfXzXhKRbPoigaXR3bsKw2Go15pqZfw/dX7yp+JSIZMlp7g4n68Rt2PzX8IqPVw6T1diwtbvcTQiFv9qArFu41oiAQ3wxr0neQ0i/nVC8RrXn74nU7qADcsM6Fymuk9HbarP7F1zsSg+TNPkru0qhIwy8SRN5ipMZS0xjqymNMaXkMJS5Cs8MaBWeMruQGFKGQ0DKYWpqaX1i2nammlxR5e2HzpuuZbhkyLo5dCZ/5WArTEPzG75SYL4TcfZfJ3XddZcgXgqKIazbjXAuT0yG93SrJhKBpSwxdsLZfY2I6wHXl4nevNLI9Ow0eezjJ//4firx+xCWfU7hj87unfVYoAs1S8ZvLV+OapbLt05uojNUYPXD5Wuve3sEdP7qR3ECGw396nLEXL9d79ezs5I5PbCA3kOHgF44y+erqWot1S6FnfRK7FlCadsj3WKTbdJxGQHHKIfAkVlqlvd9C1RVqBY/KvLvifGimVDLtOlZaQ9UVZCTxnJB60adR9lfcJt9jkus2KM24VOc9zKRKrtvATGkoCrh2RK3g0qgES060Zir0rEuiWwqFcZt68drPk0RWo3tdkjCImB+1cRutyUJc/kqvMEftzcNkd+0FIagdORzbnhTmkVFE2/6HiVyPyqGXb0+Eq+U0nl67iczgFkK7gVuex54bxynN4VWLyMC7bHUgFFTDwsh3kRnYRKp/GC2VXZLibs6MUB8/feMIjZTYs2PYhUkSXWsXnylGvpP+h36U4rEXaUxdjGt6oqglXGdgZNvIrNsWk4N0PAF7tRKh01xSRwRgWW2oqoVmJPC9BulMH1aiHc+tUVw4Q9CaQ1QziZbKIJRY8E+oGopuohpm63+LZO/QMs+rRO8QnbveS+S5RL5L6DmLKtBEITKKiHwPr3bj4tfm7Bilk6/StedHEIsdbwq54R2Y+S4qF47SmLxA6Da55Ado5jtJD2whM7gZLRVH7N3iLHo6t8yB/UpoWhwVP38uYO2AigSmpiNeOODy934iyVe/bC/J7vqVJpXDI2TvGkS1DJLru0gMdNA489bT2ACJdV2kNvYAcTqrfmISb+42zitSxufoihTqJc8xRdPiaNVVi2Pp+whNv21DWDXhiSKfubkjzM0d4a0aJkopqfnzTNaPL7an3whFZ4K6X8RU04s3ZUrvQFOM6xKepJ6nK7F+ycqg4Iyuiuxcgh1UmG6cImf2LEZ5TDXVijBNL4nyxITHBeLVltUiJ1ePURU6aaMTtRX6bHgLNP0yblgnoWVRhEZG72DBHltWx5PQsot1SFJK3LCJE9xeK4Jbge1IshmFwbUaQwMan/pIinRqKbOZL4SkU4L3PZQgk1aoNySnz3kEQRzFyWTif64nGVyrUqtJSpWIrz/R4N/9r2387D/McPiox67tBuuHNP7oi1Vc7/rn0fNjE+e1a1QatsF9e022btI5fDSOTuo6dLSpDK7VSFiC/l6N/l6VUjnuMHu7kelL0b+3h1PfWG6qGwWShbNlnNLSSMLssQKN+SYP/srdGOmlD4SZN+dpzDXZ/6/3YaRW/7DoHEjw07+7nfOHKrz2rVk+8M/XMbg9Q2na4akvjHLyxRKPfG6AfR/twUypXDhc4Vufv8j48cvXnplU2fbeDrY+0MbA9gztayysVOygXi14TJ6q89q3Zjny3cKiXhCAognu+3Qv7//ZIZ76whiHnphl/99fw7b3tNPWZ6Fqguq8x8U3Khz4q0kuHhQpMQwAACAASURBVK4uEm8zofKZ/2MTw3tyPP77F/nun4wTeMsZlaIK7nqsi7//bzYzN2LzR794jMJMrLKr59uJ7NbiLQxpnj1J8+zJJduXX3xu1cfyVnDJFV01LIxcB5mhrUA8vsj3WpODRKg6qmmt6P8E4FeLzL32dOyptQq45QLF4y/T98BHFydoIRQSnf30v/dT+M0qfq2MDHyErqMlMi1T08vEw29UmXnx71CtFH37P7ZMadjz6rHCuG+jKBpSRtjNAq5zuRg1u+FOuvc+imomUHRj1Yal6TUbSK/ZsPRFGevERb5HFHjY81OMPflnN/QLlKHPwtEXMfPd5DbvvuxYr2okutZgdcZRv9CzkVGEalixevziOCV2YYrZl5+k++73kewduuZvea4kCiXZrEK1Ilm7VmXNGoVsXiGTWWG/I8nCgdN0vHcr6W1r0NtT9H58NyP/rUT4FlNPWjZB36f2YfbGaUlntkrhe8dva1F0FARErkticBhnchwZBlhrBtHSWdLbdqGms2iZHH4QIFQNGYaxEOltbApYNeHp77ubcmWUZnOeWB9Epa93D4XCSTz/5or2IkIK9thNRSVC6dPwi7RbaxHEN5qhWMs6nK5GuzWApWUX0z9B5DLfvHDdVvGrIYmoenM4QZ2kHrdwKkIhZ/ZgqEnc8PL++606nrQR59NNLY2hJuIc2RXQFIOMcVnsq+4XsYMqTb+82GqeMbpRhEp41XI4qcdaRZfG1vTLcZRMi92hZXOV+6bExdiL7QBCICwzLkJd4UJv2hGj4/4SwcBiKWJiKl7l/tVX6nS0K/yLn85SLEU8+6JNGEHzCt2XkbGAP/jvVT7wSJL791m8+IrDyJiPacIv/lyOzRt1ertVOttVfvvX2zl5xuc3/+8yLx10+I+/V+GTH0nynvssypWI3/58mVcPxQXL41NBLFbYmkMdV3J+xMfxJOfedPmzv6rx0cdSvP9hyeEjLn/+N3XmC/GNtG2LwS/8TJZ8TiEI4Mc+keLRhxL8z6/WefzpW4tgXgmhgJUzMTItg9OGj11yQUCyM8G6h9bSubWN2aPzRIGkMd8kcEL0pEayM0FzvkmjcNU4JPjNgMhf4YF06b1bLDjs25jiff9kECFg7mKDvk1pHvtn6+jfkubORzqZudCkY43FlnvbqP6kx1/+xmmiVirRTKm85yfWMLAtTaPiMz/SpF70MRIqnQMJtj/Uydo7MiiqwqG/W17Mr+kKG+/JMbAtzbpdWcpzHmcPlkikNbqGkuz+YDc9G5L81W+cZvRoTLQaZZ9j319g3c4sOx/t5NWvz1CaXj6xWWmV7Q/FOiYXD1coTLjkHngYva2DsFGneujt8e+5EWIfJP+aKRChqKhm4rrRgkueV05hmrnXnqI2fuYmBhBRPv06RqadjjsfiBWGL030ioKRzmOkV65FlFGEU5xl7rWnqF44RrJvHUGzhnFFl1IYuhBGceo+cFqq0Mqy7l7VTKBn8quyZbghhECIy8ctsJurrncJ7DozrzyJlBHZ4R2xIeql49HyLltJnycKA+zZMWZefiKu+SnPX5fwlCuSF1/wQMDIxYBSKeI3fyeHYQiefNxZ0WnHX6gz+Zcvsf4XHsPoztK+fwth02P2W4dxpss3nd4ShobZm6PvR++m471bEKqCX7WZ/vKrNEdWR5hXi7BRp37qGLm77ye1cQsyitDz7TTOncLsW0t6y3aErqMaJonB9QSNGlbfWvzi8izHrWLVV5Zp5tHUy6FxVTVIp/spls4tm8xvhDAKKNpjN7cR4IaNVlt16wUh0MS1UxOqMMgZPUtE/eygTs27+QPoBHWcsLZIeABSehuGmlhCeCSSml+gi2EgboWP03BLo2K6YpHWY1IUyZBmUMYNGzT9Mu3WAEIIMkYnqtCWpPwEgoSWQ23tdyTDxbSXkrDQutrxLk6sqnpf6+5EKAJ/qlWMp6novZ0EswtEzeUT/etvevzzXyngXxHF/+Lf1PnSl+P9vzAa8Gv/tojaSqcHIXz5m40lYVnbkfzZX8fbtDqNF5tsfut3S4tCeYvHs1V/4nrw+NNNvvNME0XEAr+XGmuK5Yhf/vUFovAyTzu/kOEn/3VAc9ZHSvijP6/xp38ZK0hfzQOOnvD4+V9b7sd1qR7oraJ9Q547f3wLmqkhNEF9pslrXziCUAQb3jfIhvcNYmZNdv/j7bhVjxNfOUvpYpVMX4o7fnQja+/t440/O8Hpb164LeO5EQZ2ZHjuLyZ54v+9SDKj8Y/+03aG7syw+4PdfOV3znHywALb3tvBj//bLazZkibfY1KcjEl2sxLwwl9PkmrTOftKmcKETRRKhIC1d2T4xK9sYMPeHPs+2sOJ5xawa0tTQkKBTfvaWJi0+ebnL/DmU/N4ToSiCra/t4NP/MoG+jak2Pfx3kXCA3D82QL7f7yfrnVJNu7Lc/Aby8lU11CSdbuyeE7Ike8WiPyQ0vPPxDL9UXRLXm63A5FrUzx5kCgISPYMxCmi1eZ8pSQKfJziDLXRUxRPvIpfK3GzEfjId5l77Wm8WpH2bfeS6FyzLHW09GcloV2nNnaawpHnsWfHAYlbnMWvV2KC1CIJldLINWqJ3v7o6a3CqxSYeu5rOAvT5LfsxWrvuabNhJSSoFGhcuEYC0dfwC3OghBx0XgUXfNcNuqS//7HTS6Vav3Bf2lw/4MGjiN54cDKTukAlcMjjPzBd1n7D/aTXNdF90fuIrtzkOKLZ2NtnpkyfqlJaHtI74r7S4BiaKgpC70tidmbJ72lj7b7NmKtaUPRVLxSnam/epnC907cNkuJxePke5RffQEZRSSHhkFRqJ08QuXVF0AIkus34peKJIaG6f7Ip5BhhJpMUXrlwG0bww0JjxAqa9fcT2fHFtLpPnw/Ts0oiobrVgmCmw+lBbdYZBvKViXqpbEhlrV0XwldMUnr7YvsXCLxwiZOePNtpEHkEURL02+mmlyBcElqXmFxtXapyFkR6pIW+rTevtgx5oU2dlCLo1hBiUiGqELDUBIk9TzeFUqpqmKQ1PKL+xTJkLq3gN7fjXXHBiLHxZ+aw9wwSDBfjElhZxv+1ByJ3XcgFAX33BhhuUp6/16UhIV99DT2Gycxhwcwh9bQKMbnRl/bi7llPUJVabzyJkrSwtg6jCEEztEzBPNFwnBpF3EQwJVT2EpzSLSCbDrQihytcJcLgWJaoCiEMsJ3XYSmI/EQenwJh6oKuooi4yiP3tuPMAxE1QHPJQwCImEiNA2Jj/Q8FNNC0QGh4Dr2bW/xhLg+p3tHB1pC443/cQKn6qFbKr4dH6WTXzmHZqpk+tO89Luvxw9PJz6gxfMVDv3RMayciaL+4LpffDfi5PMLNMsBXjPk4uEK63ZmKc+6nDiwgO9EzFxoUJpxsNIqmQ5jkfAEXsTrT8ytWDs6erTKq1+bYXB7hlyvQa7bWE54hCAII178n9O89q25xdRU6EtOHFhg3a4sj3xugP7NKayMilOLj1VpxuX4swvs//F+7nykMyZKV+oOCdj+UDvJrMbYsRqTp1rPgDC8vdOuAHPTECJh4bx5+sYfT5hIx6N6/giNyXMY2U7MfCdWRy96th09mUU1k60UT6xtFAUeoefi18u4pTnswhTuwgxerYgaKZitukA/cm9KlT7yXYrHX6ExeZ5k7zqSvUNY7T2oVgpF05FRSOg08WolnMIkzZlR7PmpuJ6lhaBZZ/r5r6NacYNI6DZbZrc3PsrVC0dxS7O8LYZckYeVktjByjXYZkol9OWSVGjoNim88Ry10VMk+9aR6l2H0daNZqUQikLoOXjVIs3ZMZpTF7DnJy+nzKSkfPoQ9vzE4v74teUigVc+O2dnI772levPp4qlo7elkEGEPVogMdiBoqlxPc+6ToJKE7/UJKg7RK5P5IVxWkqAoqkIXUW1dNS0hd6WQktbSxaZXqGO0Zlh8KcfQk2ZsaHoKiNjxQOnWXj25HU/E9arlA48TfVwJhZYrdcXPcwqrUiOW5hFRiFGeyfN0Qs0L9xEtPIGuCHhkTJkZvYwppmhXp+haceDiqIAxykTBDcf8nfCeou83BxWrLm5zrm4pKdz9Wvt1gA3u7pQhLpYYHz5p9XF9vor0WilmC6RoZS+nPBkzZ7FobthYzFK1PBLsQ4RGqqikdE7KbuXi9I0YSyJMvmRgx1U8eeaCNPA3DKMUFW0zjaihg2KQOvIE5arKKkE/tg0QbFM1GjijU8jVBXnVFw7Esz+f+y9eZAk6Xne98s7667q+5ye6Z6ee3Zn9r53gcUusAAIgBQJ8AiRDsuyFbbMsKw/pLBshYOy5AgrLNNyWIdt0TIhHgBJUAsQxC6wi713577P7umZvu/uuqvy/vxH1lRPT98zPbvg8UTs0d2ZX2ZVZn75fu/7vM8zj9G7A8nQQZaJHNmPdfE63nwO4ftEnzlKYLvIpo7e2423mF9fM2WboMTjpJ59Ab9YQInGKJ47Q2R3P+VLFzC6dyApKlpDI0o8RuA4NYsDD72jEyWVwluYxxoZIXb4YSRFJrAtSmfOkHz6WYJyKexouXBudf2Z+4QIBPPXs3Q+3sa+r/UxdW6WqXNz9dvPrXr4jk/gBTjllcf33SB0Pf4UUcmFxGIIXw6F+TA6XRiv1k1H3WqAUw2IJjV0827hutXHFQHkZm2ssodmKOiR1Rcr2UmLwRPZFTwcxwqYvhEuuIyoQiSu1gMeu+xz9YMFjn6phe6DCboPJBg6vbSoSjRo7H4sjaxIXHl/kVL2wTkyr6oatxpkieQXn6Xwk08Q5Sq+VaFqjVKdG0MaUkPhN1muG4PeOX5oa+KH3Sw1v7GokqQ3/gimHCPAZ7hygUV3i27XIsDOzmLn5snfOB+ewx1cIREEdxx3tTlcUJm+N78kJ7+Ak1+Zad0OpNtMXv6vdvHT/+sWhdm7PLMMmUe/3sHUtSK3ziwXuBOBj7UwhZWdIXf9TMgrkpfI4SLwEZ5LvEEhlobiHVUgp7CIU9heJe7mLx6m4xefRIlodc+r25AkCS0dQ0vHls7/biXjDYKX6M5moj1NINdsabbQ9l4d3VzlRPj+ukKCfiFP+exZRKodFZlMc2hnVS3OUS3Mhh1qiRb0aAYhfKziHHYlx2be6Zsqablumamp09hO8Z4CnBXjBTZsgy/TRpAlFU1ZClIkJFJGK0dbvrot44figiu/wjAIyZPQQ+XW2wHPHXuS1FuA0BDR8StYNRHA26RnXY4g14jNd0KtZXhuo+QuhCUv3yewbOo+TUIgGRqSpiLpGt5iHuvCdfSdXUQO9lP+5CzCdsDQ6+JSIqjtpyrhDa/ICNcLOT2KjKSqSH6AN7uAOzm3qUldUhWMPd2ozWm82RzW4NjKmtKGg8gQBBROHCP5xFOoyWToRiyFZoWSqoaBznRY4pB0HQkVe3QUa+QW8aOPIIIAs3sH9vgYWmMzcjSKpMhUbw7hLtx7jVgydSIHdiEnIjjD0zhjM3VDzduYu7LIsX95lrYjLex4poOuJ9o5/n+ew8rdXg3e8+EfCJyqj+fcdggDvxZwVQtLL7hACEQQlqruLkPKMkSSGh17YrTsjJJo1DBiKpoh09hlYsZUrJK/5lxamHfIz64SkAhwnaDmNCGhqMsHGL5QZOxKkX1PZ9j7dIaRi8V60NRzOElbX4zctM2NU7n659sI5oE+5EQMtTkDkkTl5CW86XmUVJzoEw+hpOLYN8exLg2Gi4KjBzD6d1C9tGQwGn36YfB8tO42gopF5cRFhOeT+MJTRB87hJJKEJQqFN78iKAUdv8I30X4mw/AJSSa9Z1ElARD5dN4wqXq30eHjQjCbMX2rwG2DEWValOaQNFkPDtAVqWaZhphFyAC3xF1IruiSSiqHGZMnQBJkYgkNXQzDLR9L6iT5hVFYuJKgdz0UnZF1cN9FVUm8AWeG34fsnCQ1TAYuP1sqJrEgZda8ZyAiz+ZxXcCfE8gyeE4SNTPTdHCe/b2+XtOsFbX/6rQGxMYLcmNN6xhq7pIsnZv7vC1o93Hvksw40107f1C6BkoBJmOg5RzE0xcewdJlmnsepjmnkfxXQuppgU4fu1tSgsbB9qb5vD4gYtYdmUkDCOF4xTrvlpbGmtLe9wbFEnbsjDiVrHaDeUFNmU3Ww94NMXEVOI4fpj6jahJTCUkvQkCKl6+3q1W9YrYfiUsWyERVdNocgQ3CANNU00st5RwFu7KlkkIz8OZmMHc1wtBgDs9j5KIYR4IlVDt6XAZ4s0uEH3kIJHDe6mevYK5vw+lIYWxdxd+oUT1wnUih/cCUD5xgcrZK5j7elEbMzgTq8j/rwIlkyDz8y9i9HVSPnEFZ2T6nsi0gW1BIBB+UG/P1Vta0Bqb8EvFsP20pqqr6DrIEkoygdbcjHBc/EIBN7uIuzCHPTGGXymH7ar21nWk7oTe3UrDt15GbU6Te/0D3Ml5RLC8bh5tDK/X+LEpCmNFnvy7R4i3RusBj1v1MOI6kQYT3w3wql6Y1alN5pIiI6sysirVycFIoOhyXXNHVqQluYA7/6bJSIqEWENKYNXv2l+u+XMb/iY4TZGEysOvNPHUL7TT1BVBSOBaYZYqCMKOKkVb/5l07QDHWuceWeM0yjmXy+8u0PdoioMvNXHsT6dZnLDQIzL9T6SJplSGTueZuL75krbW2Yp5cDfFn3yE1t5C4nNPkPveW8RefBz8gOqVIaJH94cO5hcGsAdHUNub0He0YV0MU/GRg/0gBKUPz2Du30XsmaMUf/Ix1XPX0Xd1UvroDEGhTFC9n04biZiSpOjNk3OnCT6FBeWnhaNfbSc/Y2GVfR77Rgc/+VdDHHihmdyMRSyj0XMkjarJ3DixyMUfzxBJaDz5S52k2kycqs/ZH05TybnEMhpP/XIXZlylOGfz0e+NYZU9nvpWF31PNvDuvxsmP22j6jJf/vv9lBYdMu0mdtnnkz8cozjvcOQrbbT2xWnoiuA5Ae/+zi069iR49Gsd+J5g59EMF388w81Ti+x/sZndTzUgyxI3T+e49JMZnvxmF9GURiSpoWoSF38yy8AnCz9zi57PDJJEomkXih5h7Nz38Zxy2Ffj+5QWRzHjTbTseoKFsXMsTFxEllXa+p+nvf95hnJTBBt4e2464Glve4T5hWsUixO185Lp6niSianjWNbWfC4EwaZelvcLWVLq3VmfJrzAoezm6jweWQoVlwtOSA6Oa41oSiTkKwQeRWcpDyoIKDnzZGq2G6aawFTjuE61vm+dkyQCSu4iQpMx9/Sjd7XhF8phwDM0ijO0nBhe+NHytlp3cpb85JJ6aOX4eSrHz9d/dkqVkABdg5/N445vTtPlNtRMAqOvCyVmhqWye7gcgW1RvXUz9G4aG8Er5AlsG72lBWduBnduDmS5nmIP+QYBWmMTshmhfOUSXj4XlvoaGsKMlu9j3RwicO434GlB62hC1jUkfWULuKLKdD/dwc4XuvBtD1mTmb2yQH5siXA7fX6O7qfbef4fPE5xqszlPx6gPFth5wtddD7eSsvBRuKtUZJdCYbfHWPu2iK9L++g/UgzTXsz6HGNht1pbr49yuLNPH1f2EHbw8009qdRdIXmvRlu/GSU+WubS68LxD0/nk/9jXZe+y93oqgSF9+d5/onWRbHLaoFD8f22XUkxdf+2751xxCB2NKq905c+WCB536lg47+GDsfTrI4YRFv0Nn3XCOuFXKT6to7m4Rzaxzr+jDO2AwNv/YV9K5W9O42sr//Q/xsASUWwejvwbp6E79QIiiUkeNLmWXhulgDI9jXb4EQxJ47CrKEv5hDVB28mUWC4r05XkvINGjtpLU20lobPh59scdwA4sp+wZ2UAm30TtIqs0IEZB1pyh4czVFe5kmvQs7qCIh0aB3IETAvDuO41dp0DvwhENUSTHvjJFUG9Fkk1l7GDsIF3BprZWM1gZI5N1Zcu4MAT4SEo16V60j9vbYggV3nKK3+dKVXfZI1wIPRZFo6DBp2hll/GqBueEy1z9coLErwvO/0cP1D+fp2J8g3RHhR/9iIMwIOQFmIgwyRs/nGT6b48t/r5/2fQkGP17gk++ME28w6iVWSYKW3jiL43O8+X8M8cJ/0kPv4w1MDxTpPpTkrX99k65DKXoeTjFxucjMYIlki0F20uLMD0L6QfOuGA9/qY13f+cW1YLHy3+nl4WxCrEGnUy7yZ/98wG6D6d4+MttjJzPbfqetMYXyZ5YKV/xswBr4v7LdxIyqh7Bd208p4LvWrh2GVUPrU4iiWZUPUp2+hqeHT4z+ZnrdB14FT2Swiqt31m2qYAnYjag63GikSZETchK02NoemxFjfB+UBfL3KYh79avEUJQdOaYt+6txrwaSs7Ki7xk9eCgSgYyMlFtqQwV1xrqbeV+4FJwll+kvDPDbW1JU41jKgmKzNX3vY3b+jvC83AnZvHmsviF0oqSymcGWULf1YEcNe5rGGHb2KPhNbMnwgDMLxZxJifW2w1najl/wRoZhpHh5T/fByRTx+jtqBOnV4PvBgy/N87c1UUUTcZ3fEqzlWUig9lbeT76X09jpg18J6A8VyXwBLNXFihMlrj6em2CE1CareC7AdMX5sjeynPlT2/U/1acLuM7PtPn5lgcynHle4NL+03d2wt1K2joMHj0yy2YMYUP/mCCN//tCIW73NlbeqI8yKRrYc7h4k/neeU/6+HIq82c//EcOx9O0txtMjdW5fon9+Aufbt0GwThfKdrIElLpWDPDyevNcoHIhCIco0KcLv1XJK2bVUf4OMEVXzh4gkPOyiHhGURIKOwI3KQJqObgruALMvsMZ5kvHqVaXsIGZlmvQdDjmIFJZygiiIb6JIJMuyKHiHrThFVUrQZvRS8OeJKAzIKY9WrtBo76TD7KXnh97o79hiT1iAT1nUkJFr0Hgw5Fo4trLAZQ9qaA/f8aJWDn2smP2MxM1Si80AK3w1wrYDuQyk69ieIJDQyHRFkRWJ6sMTeZ5t49e/u5vqHCwydCOfo7KTFxJUChVmb/IxNLL22RlUl5zB8JkdpwWFxrEo0pdZKYBJNPVGSzTqlxbWzCel2g2rRY2aojGsFLI5Xae2LIwJRH3d+uIymy+imsrmAR5bInRkhd/rWqrIhAJKm1k187wmyjBwxCGxny9QD37r/+qcQPuXsOA3tB2ne+RiuVSSabGNu5DQi8MKKzV1Bgqg9n+t1Fd7GJrq0ZBoa95CId2IaaVwvjOqDwGcxO1jv2toO7NyhULUEU9Pbk469XYa7s6xVchcYyH60LeOHWH3WKns53MBGlQ1kSanzbhRJq9lChOdk+6Wa/9YSSs58vVNLlXRiWpr5qgyIZYrRll8MBQ2DAD/76VhLbAWSomDu6/kL7a+zHpR4BHN314afzy442IW1J0cRQGm6Qml6uY9ScbJMcXL156swtnZZ5s7s0aeJTLtJvEHD9wTXj2VXBDuyItWFCMvZB0MOce2AKx8s8uQ32unen6Bjb5xDLzai6DJXPlisE7C3Am1HO0oqjtbaBIHAnZglyJcw9vRgD4yg97TjzWfXedGIVRsuAjfsXlLSiZB/53lbDoIEAVl3mrw7R1Jrxg0sxqpX64u9hNpIm7mbW+WzzDjDSEh0RfbTFdnPgjuBH7ihVZBscq30MdWgyG0JjbjSgC9cpq0hNNlkT+wJxqpXadQ7SaiNRJUEneZepuyhWoADXeZ+OiN7mXWGa12tEroS5Vr5kxqnaOuitYvjFZKtBpWCy/iVAke/0s7ccIXGrghHXmvjR789iBDw5b/fD0gUZm3e+JeDdB9O8dg3OogkVW6dydW5NUAt+772MQNf4Nr+HdtKZKeq2CWPgy+3MD9c4dwPp2p/X7lI9x2BrEj17kpFWyo53y7X1vfZ5PQoaSpyKokzMYuwVrmPJYg8vIfqufvoalIV9FQKP1cJm14+A1Ty09iVLLF0B3Y5y/TQx+Rnw4WdU80jhI8Zb8Kp5qFGYBaBj1vdmLO2iS6tgImJY4jAp1iapFJZqP8+CO6v0+HxR3W6u5T6AurQAY233rGYmt6eDgpfuLiBha4sOf+qsoGEtKYL+Xah4uVwfQtTCTV4TDWGImloskFUWzLZK9QMU++EE1Tr4oWSJBHXGlEkFVleImELIbC84roq05815EQUY0frZ30aDwxqQwqto2njDf+KwLUDAi+c6BMN+jLOkSRDe3+MR7/cgvyATcymB8sMncpx6HONPPJaM5374lQLHgOfZOtdZltF8kvPI5k6lRMXCQolSh+eJvbsI0Qe2oufzVM9exUlESP27BGM3T1IathhVfroLEGpiqipdQrXwy9VQj6a7WBdvkHilafxc0WKb350zy+ZpYBqufeWIcdQJJWCN8/twKvoLdBh9mPKccpBmJnJe3P1EtWd+/vCwxU2kpBwhIUnXHzhIyFjyDGiSpI2o49GPbTd0eUoCgqqpOMRzuMFdw7bXzn2ZmGXQ4K7ZihkJy2MmIpd8nCqPkEgiKQ0OvYmSDQagKCpJ0oso1FedMhNWZjxtV9zqiGTaDIw4grxBp14g467Bn9MjyiYSRXNVFBUGUWTOP7HE7iWT3HepqUvRlt/nMKszcJ4BREI9jzTiFXySTYZnP3hNI071haPXBeyjLlvJ1pHC+7MAlIsQuypw2GDCVA+cQmts4XkK0+hNmeonLqKpKlEDu9GUhWqV24SVCyiR/ci/AB/IY9fKCPHTKxrw0SP7MW+NYnWkkHv66KcK0K5irG7G6OvK6QTDIyiZBJIioJwXCRdw7p6i2CzQrebhB5No0eSTA68T6UwDUKgqDq+a1HOTZGbGaB9zwtE0x0oika6bR/zo2fqFiXrYdMcnumZcwjhLyMuK4qB74dy5/eCvl0qli3I58Mxy2WxrdpfvnCpesV6wCNJEroSwVBiWP6DXQU7foWqXyRBc9guKIfHVaQlB3WBoODMrgh4vMCh6M7X1ZrjWiOyrYHsTwAAIABJREFUrBJRkqiSVtv3DoXlLUAyddTGFEoqhmwaSDVWvvAChO3gl6v4+TJ+vrRm2nRzBwKzrxMlGdt4222CHIugpON3fLbw9hZe2MEWFMp4C4XteUAlCXPvjnXLWQ8CkqGjNqdRMwlkUwdFBs/Hr9j4uSLeXO7+Utr3gbnRKnOjVZq6Izz9i+3YVZ/50SqyItHcE+HJn28n0ahjlR7s+VUKHpffW2Dfcw0c/WIL0ZTG8IUCkwOle5qqnJvjlD46A14QZmIAZ3gSd3q+PvkLxwVZovjOCUrvnwp39AWBZVP48/fr5S9nbAp3eq6+Qi99dBb51GUQ3CdpeS2IMIFwRzrjNq9R3BXYrGW1I+r/BNwdUAkEi+4EZX+JxxkIHydYylaGY9/fxH7jeBbfC6hkXW6dzjI/UmHyepGBjxY4/EoLU9eKXHhzGs8OUBtl+p9uJJJQWRivcuHNGQSCkfM5nGp4HaYGSuSnLRo6Izz0aiuyItF1MIlmKFx8a4aR83msmkbUwlgVM+bS92QDi+NVzv4wfAm/8Bs9dB1KcvNEloGPFjia1nnk59q59NYsY5fyHPvuOPtfakbVJE7/YIr5kQrTAyWK8+E9ZFc8Rs7nNxeEBwHuxBx6TzuSGs45WmsD+Tc/IfZk2OnnDI3jzi5S+vAc+AHx544gRwyE52Pu3Yk9OIrakKL40xP4hQpyPErkUB/eQh6ts4XK+QHwfYy+LmRDQ0RNoo/uw51aQOtoQuxsR1IUlEySwHbCeXQbjKGXQZJQVAMBdOx9iaDGy3QqWSauvYNdWWRq4H0yHQeJpzsJAp/JgffIzw5uiguzJS+tu9HSfIiFxes4Gzrdro6337XIF4K6CN31QZf7bJpZBte3KLkLJPWWekbFVOLEtMwDD3gg7KBqjuxCQkKTTXQliiprddf2kNycXTEZeIFDyVlARMNUakRLostm3WMLwnJdyd0kSUySUFIxokf3EDnch97RhJJOIEfuCngsB79Uwc8VcacXsAbHqV6+hbeQXz/4UWQkXUNJRtHamtA7GtHaGjH2dCPHlur15u4umv7Wz9Un/7Vg3xin+N5ZhL1BMCdJofbQrjYiB3sxdrWHwVw6gRzRkbRacOh5BFUbP1/GnVmkeukmlVPX8BYLm3pIJFVBMjSUdAKtvRG9owmtrRHzwK5lL5LYY/vQWjPru5MLQeXMAOXjlzc87p2QYyaRh/uJPboPvasZtSGJHDGWAp6yhbdYwBmZonTsMtb10dXT3g8Q1YLHe/9hnEy7SefeON/8H/ZQyrrIMkSTGhMDJf7jPx/ipV/vItH4YM1br328yPxolR2HkriWz+DxlSW2zUB4oc5NUK4ufwaEQFTt5SFCIBAVa0XYIOw7jusHiDs7STyfYLNSH5JEsnU36a6D+K7F4sh5qrn1jSMtv4QT2GS0Vmy/jCTJpNRm/MBdphB/L7CDMmU/LKXP2+OEgVAotuoLF5n7aXFejvM/WmqWOPadpUaKE3+yksc3PVhienDlZ/v498dWHe+tf7NSwfyTP1ja9saxRWRF4vFf6AhbyW2fWEZHiyj1oCg/Y/Pu7wwvG2P8coHxy8vLLBfeXFIAL845fPR7W3QckCQkXUW4Pn6xHGYPbRcUmcBxw3v09vwjy6DIeDOLeHOLYWanWMYvVBCOS1As4+WKJD73GNalG8s5O5pakyYJJUrsoQm82UXMA70Iz0PWNYJCebmS8zZA02O07X6W7ORl8rM3ECJAN5N0HXiVRNNO7NEsnlNhbvgkc5zc8vgbBjymmUGWVQLfxTCX+6mk07vI5m5t+aC3MTcfoOtwcL9KOiUTBHDl+vbV9j3hkLOnaIv2o9QyI7oSI2N2krUnlwkBPggU3flaMCOjyjq6EiWixOucoqqbX3XSEQShAGFgoykmiqQRVdOYarz+OXzhUnI30emgyJj7esh87XmM/u4wyFklKpcUBQwNJRWDjibM/TuJPXUId2qBhW+/gXVtDaK3JBF7/ADpLz+NkokjGXq9Y0m6q3ShtWTQWjKrj3MHSppK6aML6wc8kkT06B6Sn38Uo68TOR4JNYdW8yJSdGRDR00n0He0Ej3cR/ypQ2T/+KdUL69//0qGTvKVx4k/exglEUM2ap9NV1dIxhs72zF2tq87nggEfra0+YBHljB2dZD66rNED/Uix6Mrr58uo+pa2BG3s53o0b2Ujl0i/6NjeDOb75xwKj63zhfwXVFfCRMIslM2A8ezzI1U64t7zw4Yu1IkP+tQKSxdp+sfZ/n2P7zKQ59vomNvDFWXKWddRi4WufL+AouTFm27YzR1R7DuJGoKwcKExcDxLBPXS/hrtNEXFxwGT2SZH7PWXRmXcx43TuboOZykMO9w5YPFe2qGKB+7QN0D5TOGEWug6+hXiGXCTioz0cTIyT+td6ushrKfZ9IaoN3oJ6W2ICETU9OMVi+Hpar7CEqsoMx49Spdkf1EE0ncwEKTTUpelrHqlXse92cRgS8Y+GiBh19r4/P/eS+e7XP1vflVA6sHAUlVMPfvQknGMfftxLpyC28+B0GAly0gqjYEAmdilsTLj1P++ALVi4NEDveHGmjzWQLLxlvI10m+wvVwx2bQ2ptwRsNAzNy3EyWTxNzbQ/nkFconr4QZn6iJPTSGXyjh50soiSh+sbLt2WRZ0TCiGbLOFTynigRIEQlZVjZsOd8MNgx44vF2NC2KoSdq1hJLqcpopOm+m767OlW++TeidLSp5PIB1nfLnD2/fUHPojVO1SsQ0xtqVhQybdE9zJRvUHS31xztbpSdRYLAR1HUWsATIXZHl1Xon1VZdd+Kl8MJqmiKGU5SeiOGHKkLGDo1heV1IUmYe3bQ/Ld+Dq2jaUUwIIQIJ3LlLiXXmiWGEjXxVAU/t85DLUnoXS2Ye3esfy7bDUUm+tg+Yo/vX3OTOnv/dldM7f+liIG5v4eGX/sic//6T0OxwDUgaQpmXydmb+f2nv8mYe7fSeOvfRGzt2NFF5AQAgKxXG1VkVEzCVKvPIHWkmHhd9/And5cC/DChMW3/8FyafgggHNvznHuzeXPSnHB5U/+2Q3uhu8Jxi4Xlzmo3403/tXwit8FPpx8fYaTr699LQAGjuUYOLYJGQyJehfO6KUiMzfvjesmHkiZ6d4QSbdhxDKh2BoKkXQbWiSJZ5cRCGbsmytKU4KACesaJT9LSm0iQDBuXaXoLdS2C5ixb61a0rKDChPWNdxaB9h49RqecMh7c7WuMI9ZZ5iKXyCttaJKGiU/R96drbelzzq3CESwZrnsLxKykxbv/rvhz+TYwvMpfXAWPjhb/503Hz4H1TPX6r8rvXNq2X7FmePLfq7ML392nJEpnJGlLGH5+CXKxy/Vf7bzJezBpSxU+aPzPEi4dpmF8Qs09TxCY9dD4btIVsjP3qAwd4v7bW3cMOBZWLiOJEm0th5hYXSASmVJlXZH9/N3iRHewwkocOWax8iIj+Ouz5y/F5TdLDOVIXZpaaRasBDT0vSln+Dq4nv3mNaVVph6rgY3qFLx8qSUFiRJJqIk6g7pgfAp1VSVV0PFy2P75ZpvlkxKbyEQQT0wKTuLG9pzKKk4mV94sR7sCCFwZxapnB3Euj4SWkY4XihsF4+itTdi7AqzFEomiRzRqV6+iTu7TpZACOxbkxR+enrFn/QdrRi72uvtgu7MYlhq2aikNTS+seuv51P66ALxJw4gRw38QgVvIY89NIE9PIU7s1jn6iipOJG9O4g+th+9oyksUUkSxs42kq8+wcLv/zhcIa328VyP6uWbBKuUh8z9PWhtS7pI9q1JnJHp9UtaCOyb67fTA6EnU28njb/yCsau9rAN2g/wFvNUzg1SvRSu8ITnI0cNjB1tRB/Zg7lnR5jFUxWiD/cTfNNh4dtv4Gc/m86tzwpN3RF6H0nhOQHnfzJbV9V9EJAVDUWPIAIfz67woFTkfNeuy4IIIQhcu+ZTBSCYd8ZW3U8gyLnT5NyVGlqCYM39XGExbdfKPcJm2g7lEUreIiWW5oSSv0jJX02eQzDvjK/4/V/jr7EWAt9hZuhjFicuoahh2dv3HFyr+OlkeEKiMiwuDhAEHr6/9GKYnbuIc59t6XPzAecvOHR3qRw6oJHNbiOJBwDBROkyjWY3afN2uUGiJdqHJCncyp8kZ0+zmUlKlhRiaoa02YEuRxjKH193e0+4lN0FUkYLEmG31W09Hi9wlgkOrti3ptacNjpq+zbhBEu1/qI7t2Gwae7pxujrrL+Q3cl55v7v72NdG17141YvhCt2OWZi9Hdj9ndRPnl1fV0fIaicvkbl9LUVf0r93HPo3S31gMcemmD+3//5trU7OsPTFN4+iaRpVM4OYN8YJ1gjcKmev0Hxwws0/vprRA/3ISkykiwTe3QfhbdP4QyvzoUQtkvhrVPw1qkVf2v+Oz+P1tZY/7l8+jq519/flrq2koiR/sYLGLW2dxEEVC/fZPEP38K+NbnimlhXhim8e4bUl54i840X6kFP7LF92LemyP/gw/s+p22DIqO1Ni6l4rd7eE3i0ddaSLcZjFwscOtc4QHqnEqkOvfTuvd5qrkpxs+/ge+snrW9X1QWx8lPD9LQfRjfqbIwfA6nfA+6Qn9JIcvQ3a3Qt1ulpVkmGqstRGxBNhswMx1w65ZHNrs1Yc1kUqK3V6WzSyGTkTAMCc+DUilgeirgxpDH7EzwaWjp/pVA4LvY5QfjqbZp0nI02kJT4z6CwKVazVK1FrCs/JZtJe5GoRiQycjk8gHf/V6FbHb7a+VVL8/N/En2Ki8QVcOWcAmFlsguYlqGRWuMxeo4JXehph1xm3wnYyhRImqKuNZAUm8hoiaJqEkKzuyGAc9tYvFtHYcGswtFDtPsXmBTdNa/qEVnDiF8ZFkL7Sio2VGIICQ1b9D5oPe0LnUqBQHlk1dDL6sNHsygbFE9N0j14tAKvyxJkVFjOm5hKdUv6wqSquBX1o/AxR3/3g4E5Sq5739Y8/vaIMgQAndijtz33kXvakZrSodk7kwcvaMJZ2R6exQvt+njRY/0E32oLwxWhcAZmWbxD36CfXNtM0hhORR+fAK1MUny84+FmSxdI/7UQSonr266tPWgIccixF9+itLbx3GrsxvvsAEkGeIZDVmRUDWZvc9kePIX2nHtgBOvT6/uy7VNUDSdVPsekq29SBLIsrIFf/KtwXctxs/+kLnBYwjfpVqYrWd8/ipDVWHffpVvfjPCY4/rtLTIJBIyeo0X73lQqQgKhYDZ2YBLF11ef93i/Dl3Te/jSAT27NF45VWDxx/XaWuXyaRlIlEJVQ2nRccW5AuCqSmf995z+JM/qjI+7q86jbzyqsEv/3IE05SYnQ3433+7xPDw5q6dqsLf/tsxnn1OR5Lg6lWP//mfFT8N3+a/dNh0wJPL3aJanScWbSWR7CKd6kGWVQZu/BmOc+/p8o52hV/6+QiGIXP6rMPktMfZc9srSiYQzFVvoeYNdqeerGdZJEkmpmaIxtN0xPYTCB9fuATCR5YUFElFkhQkZGRJRkKul4Y2d9yl1nFV0lHlJcVhyy9jbWDuV6xp9ChoNe5OLVPiV7A2UYqTo5ElYm0g8IuVralnrkLUNFsTtH3pILd+5+P67xL9LcR6m5j8wcXNj71NCMpb41jYozNYA2NhwANIsoza2hC2V27Bb+pBQjJ04s8+FFpxAIHjUvjpaeyRjW09gopF6YPzRB/uR2ttCKUYOpsx9+7AndnYs0fSVPTeLvzFAkomiZJO4OeKOMMTdS0ZOZVA72hGTsTCMtvUHO70fPgWUBWMXV14i3nkiIHW3oxwPexb4wTlKvqOdoz+Hsy9vfjZIvrODvx8KfSgakojJ+PYgyP1e0+KmBh93Tgjk2vaL0STGt/8x3tp7DIxogqpZh1ZlTnx+jRnfjS75DH2AKBoEWKNnx5/za0WNiWw9lcJL71k8A//uzi7dqmo6pK/4e1p2jDAMCQyGZkdOwQPP6xRKgmuXF474DlyROdf/HaK5mYZTVvpmagooGkSsTi0t8scOqTx0GGVf/o/FRkaWjno5ITP3n0qO3aolMsBZ8+4jI5WNiXD0r1D4bWvmDz8cNiUcerU2ue9WeipJtRoHGth6r7tdTaGRCTeTDTRiueUKebGCHwXWdFIpHeg6THKxSmqpbnatk34noNjbb+Y7qYDnoaGflLJbly3jFVdoFgYx3FKy0jM94KIKTE55dPSDNEIyA9IlVcQMFW6hufb9KYfJ6E31wIaqUZmvt0muzlhqLu1c9aC5Rdx/AqqrC97aEL9nfXv9ttGoppiLtu34uVw/I3LQkHFQgRB2ImhyBi72pETUYLivV0zWVfRUhG0pImWCr8nSZGI7WxE1j9dPZp7hXA93InlpUQlFlnTFuCzgNHbgd7VUs/uuNMLVK8Mb7pTyB6ewp3LorZkQi83U8fo66R0/PKGrepSxCT15RcIXI+gXEXSVNTmBirHL1B67yTC9Yg+dhBzXy9B1UKJR5FjERb/ww9wx6aRTYPEq8/i54uhKJokIckyfqmKa02htjai72hHjppobU3IMRPJWMS+NY7a1kzylWdY+H+/h1fjjZn7e0m++izz//a7a55zEAh8LyDRqCFJEpM3ylx6Z4ET/3Eaq/Rgl8FGvAEz0bjxhn+NB4KdOxV+87+J0d+vIgSMjfq8/77DwIBHPheg6RKNjTK9fQoPHdbo7FIoFgUnTzpY66yVpmd8sosBzc0yi4sB1697XL7kMTrqUyoFGIbE/v0qL3/BpL1dxjAkXnzJYGzM55/8VhHvroTz8LDPJx87dHcrRKMyL76k8+d/bjE/v/4zLUlw8KBGf3/IO8zlAt595/4DlPiOfpoe/TzV2VFKI9cpjQ7iVYp1P8LthG4m6Nz1HNXKAlXfq3cpp5t209B6gGJ2FLlW+ZBkhVRDL1Z18bMNeDy3ghACTYsRBD6uZyHLSi3jce8nMDcfoGkSvbtUSmXBex8+uGhTEDBXvUnJXaQrcYDmSC9RNYUsrd7OfDf8wMXyS5ScBabK1zd1zKpXCMnHd3hpCQQFe4aNltu+cGsChEudXQJBxc3VDPnWh31rMmzt1sMXQawmIlV872yorbNFz63kvlY6f+4h4v0taL9p3j4h3ILFxPcfLHt/2yDECg6RpIfX/2civyOFAY+cCrWaBODOZLfUXi4cD28mC/sFKGGHmtbZhGzq+JvR5pFlhOuR/8E7CMsh+uhBEq88TfXiAN7MApWTF6mcuoRwPZREnMyvfgVzz07csTADJSkyWksD2e+8gZfNI0kSge2C51E9dZmgUEZtbqD402O44zNhxtT1sAeG8Z85inl4D6W3jyEZOpFD/ThjU/i5tbMaVtHjj//pIJopIwGeI6gWvXtWVd4K4s07keS/GMH+XzZIUpjd2bMnnN9u3PD4x/99gfPnXapVge+H26gqmKZEPC6x/4BGV5fC2bPrVxHGx3x+//cqtHcovP2WzeioT6UisO1wXFmGSETiRz+y+Uf/KMHBQ2F26dnnDPr3VLl6ZXngUKkIfvITm6981SQel3j8CZ2+PmXDgCcWk3juOZ1oNHzPHj/mMDxy/0GJb1eRNZ3U7odI9OzDKWQpjVyjOHIde2Ear1racolf1aJE4s1Ikky1NIvrlDGjDaQae4nEGilkh7GtHEIEJNLdNLTsR4gAxyqEwY0kE0204DolqqWl5igkCTOSwYikQUClNIvrlO44nkSlNBc6q290jpv9MKXyNJ5vE400kUx209i4FxH4XB/8/rolLS9wuJU/VTfLBCi5i/i1DEkuH/CdP6nwox9XyeUEVWvtLzlrTTCQ/XCZN1bZ3RppTyCoeFkGsx8zWbpGxuwkbbQT0xowlTiabCBJMoEIQmsKv0rVK1LxchSdeYrOHEV3ftMaPo5fYbhwhpnK8hbeBWv1zog74QUOY4Xz5O3lhNq8PbMphWV7cBz75iSRGhdEjhhkvvECkQM7KR2/QuX0tTDw2eR9nbswgZOr0vbqfsa/dw4Iu0X8sk3g/IwWlKW7fpCklYHez1B2R9K10H39toKzH4TaGZ6/pfP0y9VlE5aaTmxJFdq5OY6fLYAfYN8cI2m8iJKM480sABLm3l2oLQ3I0QhqQwo5sVxR27o+jDszD56/7PYSrhdqdwSixr1auo+DUgXr2k3Mfb1Ujl9AScUxdu8g+90frTv5CgGlxQfjzbUeZEUj0bwLSb6tZXNb/mC967SVl8hG1/teQvTbYy4ZOZnJZlIde9HMOK5VojA1QDU/u2ybaKaDZHs/qhbBtUoUZ29SyU2xVVt7PZoi2tCNmWxC1aNIkoTnVLFLC5Tmx2ok7M19Lk2D3t0K0Wj4mT543+b06eWZGyHAdcF1BcWiYGpqcwtq14Xf+73qmrddEITOAB9/5PDt363wP/5WkmhUorVVpn+3uiLgEQIuX3K5eMHjqac10mmZlz5ncPq0uyIbdCeaW2SeeSasDlTKAe+9Z5PL3v/SrDQ6wMTb3yXe3U9i5z7MxlbMpnYyB5+kMjVMaWyA4vB1nNzcpgIfRTPp2PUMimoCAt/vZ+Lm+2h6DDPWiKKamNFGXLuEVclixhrRzQQi8IkkWqiUZpFci0i0iZbuR5HGTmNXw3d7LN5KZ9+LOFaeIPDxfRshfNp6nkBRw+pHpnkP4zferTk/rI1Nz4CZzG6SiS4sK8vi4iDT02fwfBt3g6gqEB4TpbVF1nbuUDiwT+OHb66fsZB0nWoDTMpTeIs5hHV/mSCBoOQuUHIXmSpdQ5V1ZElDlmRuG9wJgpDXE3j4wsEXHnIsitLWigIEpXJo2rneZIxYEexs/hwDFu1xFu17a+30C2VyP/gAtSGB1tmMJMuhv8qBXRi9nSS/8HioOnz6Gs7EXGgnsUHWx5rOM/3GlXDFXoOsKaE0/kat5A8QkqGjpGKomVANWW3OoCRjyFGzJhaohsKENYG+n1XIpoHakFz6hSITf+YwkQO7tjSOko6HKsx3jMsWPKyE7y+9d267I8oySmOazDe/RGA72NeH8eay6D0d3P1yDix7yxlEAOvCdaKPHMDo70FJxvHLVdyJ+yc23y9kzcCMN2HEG4mkWoik2zATzZiplvo20YYO9r38X6zbPVlenGD4+B9tSDZu3v0UrXufXXeb/NQAExfeJPA2R8rWYw3sfPzn0WNpFkcvMn31XZJt/XQefhUz1YKsqAS+h933BJOX3iY7egFkmaZdj9C2/yWMeAOSrBD4Hm4lz8zAR8zWCNTrQ8JMtdDU+xjpjv1okQSKZtQCRQkR+ASejWuVyE9eY27oJNX8zIbBVCgkHGY+JAl0XUKWt25OuhY2m+D45JjDwrxPdIdKLCbR0Lj6czY1FfD++zZHjmpEIvC5zxv8f/++wvQ6ZtnPPKPT0iojhGB4JCyLbUdvhW9VKN68TGl0kIVzHxLt2Emy7zCR5k7iO/YQ795N40PPUZ4apjh0iersOF65sOZ9G4k1Y8YaGb76Br5n0bPvSyQzPWRnr+P7LoaRYnr0OI4VZmrnJs5hmCl8z2Zq5Fh9nMXZq0QTy/0XG9oOUMpPMD1yHBBhhiizg1iyg9mx0wSBQ2fvC8SS7RSyawjk1rClktb4xCf1bI4kySSTO/A8a1mr+lbh+ZBOy3S0K9i2oFAMcO9+fhSZ6BMPk/r6q0iqSuGNdyn99GPEig3vBQJPOHib6fGXJCIP7afxP/0WAKUPT5L9w9eXS8f/LEEIqpduMvf//ID0158n+tDuOq9CjhgYO1oxultIvvwo9uA45VPXKJ+5hjebXXPOUGMGXb9wBFmv8TMUGeH5zPz0OtkzG2etthuSrmIe2EXs0X1E9vWgtTd+6v5W2wlJV1HiS2a3kiShpuKoqfj9DazIdQ+lzUDraEHSVITtoGRSIMsEpQp6dxtqayPz/+Y7eNPzKA0p4i8+vqVTEZ4fno+yUuXXzxawB0eIHNmH2pDCujwYBuKfMZKtu+l95ldQNHPN8reiGkTSbeuO47s2m7HH1sw40UzHuttYhfll2e6NICsqZqoFM9GE51QpTA/S9dAXiWQ66p9JUXWimQ46H3oVu7SAZsbpfPg19MhSEK6oOkqymfaDn8cuzpObuLrWIUGSSbbtpvvIV4g2dK763UmKiqyoqEaMSKqVRNtuJs7/mNz4ZdYLXmwbJid9XFeg6xIvvqTz7rs67/zUXvkOeYAolwVTUwHdO0BVJSIRiRr9bhmCAH78ps0v/0qEnh6Vri6FF140+O53VudjmmZYsjNNCd+HM6fdVQnR9wPhOTj5eZz8PLlrpzGbO0n07CXe3U+kbQcNBx4nvfco1vwUpeGrFEeuU50dR3jLv2DdiOO7Fq5TRgQerl3CMFPbco66kWAhd3WZvZWqRYnEmsi07EEEPqX8BJ63Mc1jCxmePvzAuyPgUWhuOoBt5+8r4BECdvdptLcpeB68/sMqt4aX5/gkTcPo60FNh1+g0b+L8kenting+UsOAda1EebnckSP9JN46RG0ruZQp6WmQCwbOpFDvRj9XSRePEL5+BWKH12oSZcvf2q9ss30W9dCewMJtIRJ41O7wizPpwyts5nUV54hdnRP6OJb784QEAQIx0N4PsIPwtlGCEQgkCMGSvweXYsfNGQZ6Q4CeL0j8H6XdVvcX9/VSeqrLxFUbcwDfVTPXsVbzIEsEVQs4i88hjc9j9rWFAZoWxjfz+YRjkv880/iDE/g5wpYl28gbBfheliXBkl/6zVkU8e6enOFNMJnAiHwrBK+e+ekKqGZcWQlvF6B7+HZpXW7OF2ryGYyEJXsJIsj51H0CKoeDTMiiooeSd5RQrt3RJIttPQ/jRZJkh27hF1aIN7UQ7xpB5KsYCabadr1KJF0G4pmUJgepLw4gZloItnWj6IZaGaCTPdhirO37vpebkMi1b6Hnse+jpEIuRa+5+CUs1SykziVPCDQoxliDZ3osTRPR5FyAAAgAElEQVSSrBJNd9B99MsEvkNhanDN70sI+OADm1/8pQi9vQqdnQq/9U+SvPWixfdftxgc8Mjnt9eQetXzCASWvXSOssyqAQ/A8LDH8WMOPT0q8bjEiy/qvPmGRT6/cuMDBzT27lWRZYliMeDHG1RB7htCYM2OY81Nkrt6CqOxjeSuA8R37ifS0kWkqYP0/sew5ibJ37hAaWwQrxz6Ebp2GUU10LQInmeHnVeFtSU0tgLXqRCJNpCXldqtIPDcKuXCFBM3P8CxiqEcxIaZxk0EPJIk05DpJxHvQJJk4rFWQELTIqiqSRDcH4Fqcsrnf/nflgiJtr3ywgvPw52Yxi+VQZJwbo0hnJ/RrMo2QNI1jL19SIaOdeHqMp7DvcJbyFN45wzls9eJPrKX2JE9GLu7UNLxeqAgGzr6zna0zmYiR/rJff9DKucHl7WyB45P4codnCJJQgSCaHcDC8eH7/s8NwutvZGmv/klIg/1hUFCTZzPzxaxR6ZxpxZwZxbx82WCSpXAcsIXahCQeP4Ima8//6md61Yg3fFvAPwAa3BsXfuLzSCo2Ftyia+eCe87tbmB6tmrlE9dRFRt3PEZCn/2LuaB3aitjdiDI9g3RrndJytcD+vKEO7k7JpBkJ8vkvveW0Qf3ovW2lTrHFv6zO7kLEHNxPZO2fvPEoXZIQbe/R3uPE9F1dn19DfrmZhqfprRU6/jWmuX+QPf2ZR2Tm7yGoXpwTonSJYVjGQTu5/7mxjxhg333wiqGSfdtZ+py+8wO/gJgedgxBvZ9fS3SDTvRJJkGnsfQ5Jk5m+eYvLCW3hOGVWP0nX0KzT1PoYkScSbd6LokVUDHiPeQPvBz9eDHdcqMjt4jPmhk7jVQr30J0kyeixD697naOp9DEUzMJMtdBx8Gbswj11em7B/6aLHt3+3wn/9mzEaGxXa22V+9VejfPk1kxMnXN5+2+bECYfxMf++WrmjUYnmFpnGhlDQMGJKaBqomkQ6LdHSsrlMm+vCGz+y+drXQ02eRx/V6d+jcurk8jleVeGxxzU6OsPg9spllytXHqz3452QNQMtlkSJxOqZWN+uohgRErsOENvRT2VymPkz71EaHaBansOq5mjreQpEQBD4FLNbM0bVjASpxl3Eku2oehTfsyhkR8jOXqN95zPIqoEIfPILN6mUZrGtHG07nsCxi4ggYHbizB3K46tjE0rLgkB4CAIURUfTwnS7H7hMTp7AvU+l5SCAanWDFY/nU/7kDM7EDJIk4YyOb0sQ8LMKJZ0i8yvfQJJg5sYw/nZ91iDAXyxSfOsU5eNXMHraiBzqJfrI3lCzxQi7HSRdI7KvBzUdZ+EPVcrHLtdfXrKpkjrQgaTUXs2qTOZIN6Wh+fWOvK2QowaprzxD5HAvkqKE96jlUPrkIsUPzuOMzhCUKqsvDFVl25SeHwREECzLXArfp3LmOrnvf7pKyUGxTOnD0yt5OEJgXRnCujK06n7Cdii+9ckGgwucoVGcodUnRDkeRTY0SqcusS6jc5sgSWDEVdyqj++tPhcFro3lLucSyaqxbIINPAerMIdrFWlpkykWBNXK+nPbsy8a3LzhMTVx19tYBAR3yBAEgFTOb6vQYDU3w8LwWXwnfB6s4hzZ0QvEGjpDuwzNxMrPMDd4DLfGvXCtIvnJa2S6D6HqEfRoClWPrlB8lmSF5t1PhhmjGjF56sp7zA58tIJzJPCxCrNMXPwxsqLS1Ps4kiwTb95JpvsQ09feX/MzBAH84R9UmZ8L+PXfiHLwkEo0KtHUrPDal2Ve+pzOwIDHB+87/OAHFjeHPDa7VtYN2L1b5XOfM3j4iEZbq0w6IxOJSJhmKECoquF/5c1XFrl82eXcOZcnn9Roa5d55mmdixdc7DsKJemMzPPPG+i6hOcJ3n7bfiCivHVIErKmYzZ1kNx9mFhnH0YmlMZwi1nmT79LaWwASVaJd+8msXM/sc4+9GSGqfe/T3H4KlO3PiaWChMj5cJknd9rV3NMjnyMd5cC+cL0leXCxSLAcy3mJs6Gc3rgIYSglJ9gfOhdzGgjiADXLuI5ZSZvfUw82Y6iGthWgWATz8YmSlqCbHYIRdYpV2axrFz99/fro7UVBOUK9tXBT+14nyXU1ibUhlRIiH5ACIoVqpduYg2MUXjnDLEj/cSfORxaUdQ4MGprA+mvPoMzOlPXrlFMjcYndoYcHkB4AZXxLPOf3Hxg53o39J52Yo/uQ1JrKtKuT/HdM2S/996m+B53u5z/LEHU9G9uQ5Jl5ER0nT3+8kCKmiiJGNFHDyL8ICxnfQqIZTS++vd288kfTTBy4T5F/SRIpWW+9otRRm56XDrvMjvt092jkkhKzM74zEwFdHYrZBplDh3RmZvzCQKFllYZx4axEY90g8zCfICqQiIhMzuz3Q0Bgmp+Bqdyh5mkCH/n2VX0aKiLUi3MhgTiO+BUcnh2BVWPIEkyWiQBdzXLmskW0p376y375fkR5mqZpLXgWSXmb54i0bobM9GIJCtkug8zd/NkPShbDZWK4Ic/tDh92uHVL5p88YsG+/ZrZDIy0ajEkSM6+/ZpfOk1k+98p8Lrf2oxM7P+u6u5WeZbvxzhF38pQnu7gmkCSDiOoFgMKBQEji1wawFyV5dCPL45jtzsXMA7P7U5ckTDNCVe/oLBd79bXUZe7ulROPpIeA3GRn1OnnAfDC9JktGSGaKtO8JAp2MnSiRO4FhUZ0Yp3rpC8dZVnGIOUbt25fFBsldO0PTo50j1P0zD4aepTI/iVkvk5gZWHML3LEq58dAEW06jSCqCAO//Z+9NgzO7zvvO37nruy94saMB9L4vJJvd3DeRWkhJYy2W7cSR40mlZmqSqpkP8SyVmqpU5cNUzcTOJHEqk0zGdlm2yhajWLJEUSIpkRS7xWY3e2Fv6EZv2Hfg3Ze7n/lw0UCjgW6gN5Ky9P8G4H3PXXDvOc95nv/z/zcsnKBBQs2ioNJwq5RmrhBX06hCxw7qEPjE1TRKI8CpT1D1i1zfyXpOjeLsnTUErZnDMzt3G2Lar3FfYW5ef2dbhnuAdFy8qTylN45SO3WJ9MuPk3z+kQWOj9nbQWzfZkoTsxBI3GKDK//vISJtKcxcnMD2qI8U8K2PKeOmqZgbO5d0Wnn5EqU3jq4t2BECETNX/dwnhcBy8ObKC3YkaCp6SzZ02b0Tley1QIQC00s5DhLpB6sYoN4wxPwcf8+dI0IQ3bmJxPMHAUHlzV+EbfEfA4QiiGd1NOP+vHORCHSu02g0JIlrHqap8uLLEUaHPR561OCN1xp86WtRrlzyaGlVURRBOiNo71LZ94jB975T5+FHDU6fcEhnw6zCu2/dZ7Kq74dZmZv+cZ5VJfDCVIMMfOzK7LKskn+jaakQqHpk6eBCIZHrIZJqXVCmzw+fuQXPZylqhTGsykzYESYERiJLNN1OdWbgtt/zfRgbC/izP63z2g8tDhzUefY5kxeeN2ltUzBN2LJF4w/+IMnGDRp/9IdVZmZWDnqiUcE/+adx/sE3YxhGeIsGrvkcOmRz4YLH1FRApRLQqEscB+IJwb/4FykefmRtz4/vwc/ftfmd34myfoPKxk0a+x/V+dFriyme554zSSQEvi85c9blYv99nl+FQqS5g9TGnSR6thFtXYdQNXyrRqn/FJWBPmpj1/DqyyVnAtfBmp1g+thbRNu6ibX3oJpR/Mbt519dmLQZ69GEQYCPIy2qfoGU2owrbVI0M+kMYCpxTCVGTu9k3L5CT2QXs+4oabWFIescjrz7DP0vbzvL31VoGuam3k/k0N50gcJ/eQc1GSPx5F5QBULXMDd0okRMgrqFEtHpfHkX6d2d+JaLoql4NZuR/3qKxljxphHl/bTOAkBoamjYeUO3hzs6jTu9Rj2meVG8Tyuk7eCMzSBdf0EQUWvNojdn7osXVu9GjWI+oFQM2LBJY+tOnTd+sDiBBNUG+b/4AbJhrdpWriiw/3ETKeH4kXsUDJUS68I1nLFppO3glyrLyMqqLsh2RChOWiiaQktPlJmhOp4jaeqKUJiwUBRBpiOCGVexKh6FCWvBKT3TbuI5AZqpkMga2HWf/OjyyTOSUMl2RJgbbeA07jCLLWFqMmBowOPkUYfLFz0ee8pkZirg3TctvvHNBFu263gevPOGxfoNGroO6zZpJFMK63o0VBX6+1w2bNERAq5cDLVadP2u7+7y0wx8PHs5HSHw3YXMvZQBzgo2FjLwlwRBQl26jCiqTiy3bpHM7dnU5tYmrRG4NnY1H7akCxXNiBFNt64a8NyImZmAH79u897PHf7iz+t86csRXn45Qu96FdMUfOWrUYaGfP7kT2qs5Krw0ksmv/GVCKYpsG3J669b/Kf/p8bgYCg+eDOamxVs584mukuXPE6ccOjpjZJICD772Qg/fcvGtkOz0meeCX2zKhXJO2/bNO6zH21q0246nvkyWjyFDALswgzV4X5KV85gF2YI7NWDCq9WwS0XMJLZNWfNXWnRCMLASBMGCTVLUmui6hdxAxtTiZJQM4AkpqQQCKygyrQzSDSSRBfGJx/w6F3tRHZvQwhB7dhH+Plw4RO6jt7Tid7ZhpqIg5T4tTre9Bzu2CRBdWX+jxKPEX14F2o6teLf7atD2JevrVlqfwFCoGbTGD1dqE1pFNNcJZMisa8MYfevzFdYWM2FQM1lMXq70NIphKETOC7ebB53aAy/dJudqqKgppNozU1ozU3onW3oXe2hUGAsSvKlZwgay3dG0vWwzvfjjq3ur3QnCOoW9VOXiR/YiVBDuw01FUPMd2EZ2Ripbe1c/c+HsSbLCF2l85XdND+xkZHvnlw6mB9wY8Qjrrcv3AuEQJhLZ36/VFuz5ouajmP0tK3+wTVA3sSCDK/vXgcF+/IIfqmK0hKqcxudzUS2duNO5e8pldLeqfL3/9sEk+M+x963kAHs3G2gCMHMtM/xIza7dqts2OwwPhrQ3yfYvE3n8gWXzm6VRj3seNmxRyebVRkacGlqUtiwRae1TaW/z+Hqpbvn3AS1xm35Vcmcwcv/40be+k+DJHMGv/eHu/nWPzvH3GiDV/6nTfzwD6+w+zPNbHuyCacRBjbnfjbDyden8JyAZ7/ZjRlT8V1JLK1Rzbv89P8bXHKMSELlud/rIdth8uN/P4Bzl27uxXzA40+HweDYiMfeh3Ve+UoMRYTBzJ6HDF75SpTWdpVIVLB+o8bUhE+lFOD70HfO5aFHTYrFMHi635AymG+RX/77hWdMBrfIyix9Bm9uNVfmW9uvw64V8W5TkroZnl1DytASR9F0tMidSzJICdWq5Px5j/Pnq/zsZzb//J8nefRAqFr8pS9H+NvvNxgfX7qGRCLw/AsGTU3hujA44PGH/1eVkZFbZ9gUlQXxwzVfowc/+pHNK1+MEosJ9u7T2bpV4+xZj/37dXp6QxeD0RGP99+//w06WiyJGolTG7lM+VoflaELuOU7E/EN3XIFgWsj19gKJwm16a7/VPNLqGhYQY26X0ITOhElTsUv4M2L6y5aMIWm3veC+xLwGN2dpF/5DCJi4gyP4xfLGD2dJF96GnPTepRkHDG/PZGuS1BrYJ3vp/DqaysKCCqJOMnnHsfoXbfiAln+ybs414bCduM1QkklSTx9gNgju1GzGZSoCdrtLSWk61H+yTu3DHik56MkE8QP7iP26D7U7HwQpSrg+wQNC2+2QO0XH1I7fgZZX/7SJ54+QOKZx1CS8dDs0zQWomUlFiX1+edWPLZfq+OXK/c94AkPLJY8V4HtLpQ4pOdj52sIVUGNhyaNwXw5S43qSC9YECAMGjbyBuNGJRFFMQ2C6j2QhqVc5gelRIy1vQeqQuLx3UuF/e4BQd1a8g6qmURIoubeFih7YAL72jhac3rBCyv5/CM0+ofvyGLiZlQrAZVywNiIx9SET3uHiqrCwFWX51+KUJjzOfCEyZFDNgeeCMt+ex8xGBvx2LJDpzgXkEwrJFJhmaVYVNE0gW1JSoWAJ56NMDpUW7HT8n7AafjUiy6ZNpN0m8nUtRot60N+U7Xg0Loxxu4XmnnjPw4ydbVG964kn/3v1jN6ocJ4fxXNVEi1mrz+b65SnnUQiqBe9Ihnw7kpktR49ps9GDGVH//xtXtyWX/nzQYtbSrFfEAhH/Da9xrEE4JCPmBuJuBv/rpGMqVw5qTD7EzA6JBPJCr46LjDxLhPOq0gJVy6cHsl3ruHRK7WYSuXB/VrgaKoS3R7zHiWzc9+c81jhe3p4QZLIFA189Z93mvEyRMuf/EXdbZv10gkFTZsUInHl08a6bRCe7s6L2AI5897TEzc/rzTaYW2tjsvh54753L6tMMTT5j09Kg8st/gyhWfxx43yGZDscG337Yp5Jeuc01b9qNFE+ixNHMXP0BPNhHNthN4LuWRC8Tb1qPFQpmO0tB57OLMsmPXxwcYfv3PsWbG78pGAkC6DnMnf47Q9LA9fRW40mbaGVoIeAQCT7rU/TKq0HADG1faeNJFSknBncAO6kw4IU9n0r6GK+8tk3xfS1pCCJR0AnPLerLf+BL6uk5QBNJxkQ0LYRgIw0DVtJAncAu15KDeoH7yHM7ENIppIEwTvTWH1nJ3Jn1KMk7mq18gfvAh0DWCchX7yhBBvY4wDPT2VtRcBqEoyCDAHZ/CHQ39e6yLt8rugNA0Ui8/T/zxRxC6jqw38IolhKqiJhOoqSRKMoHe1oyIRqj87PAyHoaUksC2kZ6HXyghdA29sy0cz/VwxiZW5G4Elk1QuXXNVBgaSiIW8lruIDAUhk5054ZQoHD+/LyZYujJRaimHOlIseWfPo81UUKNG8R7c1SvzhDtTFM6N87MofAB9eZKoY3APIyuFrS2bGhncZeQnh/qA90AvasFNRnDL96mhqwIors2knzhkWUZoruFN3OdQBdOjuam0AMruMuswHVI16Py7kmiO9ejJmOhl8y2bjJfforCd9+5/XXeBBE1UWMRvLkS1YqkkA8YH/GYnQ5oaVUZG/G42u/y+NMRmltVXA+uXHLZtU8nmVJQlFBELRZTKBcDatWAng0awwMeZ07a7NlnMHg1YHDAZfN2DU1nSbfJ/YRjBVRmHXLroqRaTS4cmqOlN4rvBRQnbZq6ItQrHhOXqjTKHmMXq1h1n+aeKOOXqkgfpq7WmLi8PLOsmwqPfa2TWFrjr//3C/cU7ACUS5JyafHZv7kLa3oyYPoGkmq9tvj3SETw0P4w0Lx26cFx426nFwTzu/G7aEwRioqiGQs/q7pJ4m4d5YVAKCpCKEs7eu4QQQAz0wH1hiSRnNfKWSFG0bSlpcNqVa4aCzz9lEEqdecBz9xcwE/fstm/30DXBU8+aXDiuMMj+w1UVTA3F3DokLPsfTLTLdTnxhCqhkQSbeqgcOUkiY7NxFq6MZNNlEf70aJJYrl1OOX8Mh6WNTsO99hYKwOfyuB1T8nVAyZJsGI5qhEs5QnV/KXzux2E9Txb3ntd7/5yeIQgsmk9+rPtaC05rPP9NM5exJsrIF0PJWKit7VgbOjG6lvO5r6OoFKl/ON3QFMRuo5iGiRffIrUF164q9OK7d9L7MBe0DScoVHKr/0MZ3iMoGEhdB2trZnU554luncHCIE3MU3+299b1b4iumcbQtfxCyVqH5zEuTZMUG+AoqK1NJF45iDm5vWIWJTE0wewL13DGViqRlw/cRbrwuUFFVy1uYnc738DLZfFr9Yo/PUPCErLiWNSyluWBAHUdIKm3/oM0vGpn76MPTBOULNC/yLfX1oCUgRC01BTMZLPPkz80e2hgaSUBJU6Vv/wggyAb7lM/Ogc4hY2BdbUYqTvjEwTlGuQCVPSaiZB+nMH8fMV3Nni0kBuPj0qVCXMJt2KoOv52ENT+LVG6HIO6O1NpF58lNJPji4viSihqnRs3xYyv/FMyP8JJFJZnoq/U9gDE0jbRUTDbIjR2UL6pQMUf/gL/Gp9aaApRKgurCjh/V8lCG1cGKRy6CNSnz2IoqkITSP57ENomSSlN49hXxsP29f9YEFaH0VBaApoGnprlsiWbiI71uNOzZH/9psAjA55PPl8BMMUlEsBtWq436rXAkaHPNZ1a/y9308gA+g7a5FrUXjlK3Gacgpjwx7JdNiW27FOo1QIcD3wPInvQaN+8+Ig0LQIQlHxPeueNbs8J2B2pEHX9iTJJp13/nyYF/9xL0IIBk4VMWMaihALSWEhQFHEYnYykDiNlZ8roQiKkxaeY7DzuWZ+8dejC9yfjxuWJXn7zQcsMvcAoaj6ksy8DPx5btDd3c9bOXjresh3qdcljVWSxqYJ27drZNLhvDUxEazIi6nXJeWyXGga6O0NeT8rcXcUBfbu0/nNb0Qx76IPwnPhgyMOQ0M+mzerPPSwzs5dOjt3aIDk5AmHK5eXX3vguQihUB65SOC6gERRDYSqhl1wQkHRjDAgkvKGEtKDwKfCcnnNuO+k5dhjDyMdh9KP36F25ARBpbaEfNjQVBTDIFiLtoznIz0f37oz0bQbIQyd6MO7EYaBtGwqPz1M48yFhRSetGycSpWy52F0d6Lmsuhd7WhNGdzx24u9qekU7uQ0he/8EKv/KtyQzXAGhnHHp8j9/jcwerrQWpoxN6/HGRpbcj9kvYF/Y6lLVRZTv76PP1e4rVP0La9bVTHWtWH0thF/fBd+uYYzNIkzPoM3XSSoW6HEvyJQkzH0jmaiO9dj9LQh5t3Vpe9TP3OVxvlFwmBgeeSP396v5Dr8Sp3aiYvo6+Z9vIQgtn8HajZF/fhF3Mm58Bw0FSVioCZjqOkE9sA4teMXbxn0OEMTWBeGiD2yNRzXNEi/8iRaLk3t1CWCUi2csAwNva2J2ENbiO5Yj5KMIRs2Vv8w5tbuhYDpbuFOzdE4e5XYgR0LHVWplw6gd7VQP3UZb64IMiRaK1ETJRVDTcWpn7qE1Td427Flw6b0oyNomSTxgzvDMUyD2CPbMLd2445MYw9N4pdrSNcLNwYxE705g9bRhNaUQomYCF2l+sGil92R9yw+OuFgWxLPlYwN+3guvPZf61iW5PXv1zEjAteR1OqS17/fwIyEnTaqKnjplSjXLnuYUUFTs8LhdyxsW+J54Rg3ampF481s3PYKkViWiZEPmRw5em9Bj4TipMWeF1uwaz7TA3WcRkDH1gQnX58CbB5+pY3efWnG+6v07k1hRBRmhhqrzsuu5XPu7RkaFY/P/KNeqgWH0z+ZvqUuz69xa0jpLymRNErTTF96H9+9u1J2ozS9Ikekq0vlf/3fEoyMBBw9GooLzs2FHVTXtXZiMUFLi8ITTxp88x/G0I2w8+kXh50VdW1KJUl/v8fzL5gYBuzerfGVr0Z47YcW5fJ8KUZANqvw6KM6/8M/ibN9h4ZtQ/QuppP+fo9TJx02bIiSyyl84WWT5HwQd/iww9zc0nPUoglQFPR4hmhTJ/krJ6lND5Pq2Y7vOTRmR4lkW4l3bMR3GpSH+tauVL6WDeD9MPL6BHHfAx6hqtROnKX6zhHkSrltzyfwPj7hNzWXRcuGXAivUsW+PLDiP82bmcMZmSDW3ISSjKO1Na8a8EgpqR46hnXh8vIdu5S4E1PUT51D7+5EqEpYqjKNsAPmY4JQFNREFDURxehsXnLuBDLMqtz0oEsZtiY3zl2j+INDdy/U5/lUDp0OzUq3dIdt0IZGdHsv0W09i+egKkvOofijX1A/dSkMhlaAX6xS+skHGN2taK1ZhBCoiSjJz+wn8cy+kCMUSETEQImZYVZlnvtT/umHVD84T/Pvv4K69S7T7PMIKnVKbx7F6G5Daw/baEXUJP7INuIPbw2vb950c8H2IgjwpgurBjwA3myRue/8lMDxSDyxKwxEVWXBWyu6e+OqY8ggWPK8Ow44zuKz6s0v6Nd3sI2GXBK0WA2JNf+zokhOHrXp6NII8pLLF10q5cXPLt0FCxKpTppaw2CwuW0Xc1PnsK1705YqTtnoEYWR82V8TzI7VKe5J0qt4FCcsjnxw0ke+1pnyD+RksN/NcrscLiV9z1JsFIAI8F1Ajw7YLSvwtG/GeeZ3+1mbrhx77o8v4IIPHeJ3o7v2RTGzuPW76+umKrB5i0ar3xR5/f+YYzhIY/xiZAzZVnh/zmZEnSvU9m2TSMaCwP3ixc8Xn21QbW6/FkIAvjx6xYvvxJh0yaVppzK//y/JHnmGZOrVz1sR5JJhxyghx42aGoSHD3qMjbq8/XfvLXP2q3gOPDGT2w+9/kI6bTgqadCOZCpKZ9337GXLVWKbgKSwLXwVRUZeNQmrlGbCDWrFM3Adywqo5ewS8u5O0sHU4g0tZPo3YaezCx01d3yXKtFZo6+dUfX92nDfQ94/FqN2gcnVw52PgEo0ciCQF1QbyzhlNwI6QcEtbBEJDQtdJdeBf5cISQ036o84fl403NIx0WYBkoiPk9qffAILBtndBq1KYmaii9rGxRCgLr85ZSejzdXonayn/Kbx3An7q0V2p2YZfZbP6bpG58hsr0HYRrhTkLMB1orVcbWcIMafQPMffsNsl95Dr27FaGpCyrRStNSjo70fdzJPOW3j1N55xTS9bCHpjA3d4eeYHcLCY2+Qeb+6i0y/83TGD1tKLq29PruEd5knvy338C+NkbyuYcxuppDYvsqY8sgIKhZuNMFrItry8ithiCAq5e8NXZiSTynjuvU0DQTq1FYk9fNaihO2Hz3X/Zj10M39yPfHefUj6cpzdgEnqTvvTlKcy5mTGPycoV6ySXbFSfwAw7/1SiaqRJJaHhuQDSlY1VcjITOob8ap1IIr2tqsMGhvx7Hmm9Jj2V0EjkTp+FTmrKWEPF/jeUIAg+7ml+wwDBiaVTV4H6zkRwnbEHfuFESjQq279DZviP82/VAYVEnSlKvS06dcvn3f1zj/Llbn83Fix7/7t9W+Wd/kGDdOpVcTuGVL5q4bth1p6qhwnKtFvDGGzb/9g2yC5wAACAASURBVN9U6exQefElk2z2zt/5jz5y6Tvv8uRT5kKW6NhRh9HR5Rs+p5Jn7uKxBSsdz1rK5ws8l8KVkwTu6hy01IadtD3xMkY6h9D0W84pMgjwHYv6eJjpF6og3pHCrTvoMR0jFcG3XGoTFbzG/NwgINoSJ5KLgQRrtkYj3wApSXan8SyPxvQiJcPMRjAzUaqjJQI3QE8axNoSqKaGU7apT1YI3GD+s1G0qIZdsoh3JFENDStfpz65Orfx/gc8xTLe5CqR5ccI6XoL6VAlYt6SeyIUBRHKaSJ9n8Be/fV0p2ZXFbuTrhv2IJpGGHjdywJ7B/CLVWb/7EdEtvdibl4XZkNyabR0AiVmgq4tOJ1Ly8UvVXEn57AHxkMF5iujd972vxICiX1llOn/+D3iB3cS3bUBY10rWiYRBj+KQNoufrUecnumCzTOX7tldmfxAgNqx/pwRqaJP7Gb6I71GJ3NKImwhV46HkG1jjOZx748Qu3DC9gD4wvcpeqhj/DmSghFhHyYu73WhfOYCq9vey96Z3MYZJo6BJLAdvArdfx8eeEe39EhyjXKbxylfuoS0X2biW7rwVjXhpZLhd2GqoJ0faTt4BUqeLNFnNFp7IEJrP7hj03A72aUi8Nc6fs+hpmkMHsZz7130mHgS4qTi5upRtmjUV4MwLY914oZ17FqLnbDZ8vTLURTBnpEYayvRCJnkpy1qczYbHmqmStHZjnwjV7GzheRCErTFvu/1kN52sKxAjSjzp4vdOLaPun2KKdfGyM/cp9FUf6OIfAc6oVxUu2bgTDgMRNNWJX7uy5MTvj8q/+zynMvmOzZrdHdrdLcohCPKxhGGKDXapKpSZ9LlzyOHHF46017VZVlz4PXfmgxNurzta9HefSATlenSjQmcF2Ymgq4ctnj7Z/Z/OAHDebmJDMzAX/0rypkmxSOHXXuyLC0UAwDp8ceD8nKjiN54yfWyt15UuLVb/c+S/w1aOho8RS5h57FzLXjlvOhyGCjSmb7fgLHojpyGUU3iXduQGgGcx+9R/laWBrX4wa7//F+Al+imhpaVMNIRxh9+ypXvteH3/Bo3tvOlt/agx43EIrAa3j0/dkJipdn2fJbewi8gNN/fGRh87DpKztJ9WY48UeHMdIa2//+PlKbmpC+RNVVBl/vZ/hnVwkcn65n19PxRDf5vhmyO1rQ4wbTJ8a4+JenV53H73vAE5Qqd9XK+KDgzebxiyW01hxqMoGxoYfGR+eXlbXUXAajpzMk6pareFOrv5xBrX5nJqYfT6yzgKBuUT/ZT/30ZZRYJOSRGDro6qImTiCRvo90XIKahV9tPBB3ar9QofzmMarvn0VNzLffq+E5SN8PA1PLCU0uG/aKZcf0xj20PhQS12fOvEfxymnc8VmKf3uIyjsnUOPR0BZDURbc0v26haGnadv1LMqWCLNnD1Edv4rVP4zVf2fmdreElOF5/PAwlXdPosSjKIYWbgXny4PScQksJ+ROWXfXAeRNF6i89SG1X5xFSUbDAF5T5/+PQXgc2yFo2Pg16/4rM98hfN9mdvLsx3Y81VBo6olz/LvDlCYtommdZEuEvrcmSbVHaF4fx3clQhEIBRQt3PzU8jYX35nCqngoqmDoZJ7WTQl0UyWWNVi3N8PsQBXNUDATNzjZB/5i2VIIhFDvi5P5LzsCz6UyM0DL5oOoegQhFLK9eylPXbmvXmCuC6dOuZw965JOKySTgmg0NPVUVIGU4LkhF61YCCiVVu+4ug7Pgw8/dLlwwaOlRSGeEGiaIPAllgXFYsDcXLBgSDozHfCtb91d6T/woVQKCIJwyjhzxuXCxQfrIRdp7sDMtmDnp5j4+fepTw4TeC6xjvV49QrTR98icB0izR20PfEykZYuCn0fLnxfqAqJ9jhn/sNRahMVWh/pZPs/eIiJ90dwyhZbfnM3xUuzDL1xGUVT2Po7e9n623v48P94l4n3h9n623tIrEtTGSqiJwxyu9sYmQ9oNn55B9HWcGw736Dl4Q52fPNhilfmKF6eAwHJ3iwTR0Y4/e+OIANJ4Ppr2rTe/4DnYzD7uxPIhkX95DnMDT2IaITUF55Het5CR5UwdPTOdlKffw6tKQtBgHXxCu7E9Opju+6nKri7JfyAoFInqHzCO9P5rq+7PQ89liTevh6A4pWPwgBSAp6Pn6/g55d3syEUUo88RnbrfhAC365TnxklcB4Aj8oP8IvVO2obvxsEdeuuSfx/l+G7AaUpi01PNFMvuoydK1Kbs9lwoAkzoTN9tYKqK3TtSmNXYuhmGPB4bkAwv9MUStixVZm16d6X4dqxWcb7StQLDk7DX5LdkYFH4DkLwgSqEUWPJJb6U/1KQlKbHaY2N0KybTNCCDJdOyl29lEc67vvxFehJFC1TTQsweTkEJZVQAiFeKKdRKIDx6lQLg8gpYtuJIhGs5RLI6sPTNiWXq0+2Dk+Hhd85jMmmgauK/n5z22mV8lC3Su0WArFiFC+dp7qyOXFJh7fQyhqWBJ3LOoTg+TPvs+6z/4O1aF+CuePLowxfXKcQv8svu1RuDSL0BS0mIaZzZDa2ERtokLnU73zx9NJb8yiJ0zyF6YJ3IDc7jaqIyVaHupA0RQmj42iRXVa93fiOz4te9uRgcTMRok0RYl3JileCSkWjekqkx+MUJ+6s7n2V8Jaon7iDEZPJ7FH92GsX0fTN7+ONzOHtGyErqE2ZdFyYbDTOH+Jytvvry3L8etS/i8BJIHnhjtLoeA71i99p8G9QjfiKErYsuq6tTXtuhVVR9OiCCHwPQdvhcYDRTXQ9OiKiUzfd/DuoktHCAVF1VEUHSHms5IyCHkFgbPErRwJ596YINcTQwiBXfO4+O40Td0xAl8yO1RD1QTVORsk1EsOtbzD+Tcnce15O4UAKjMWjaLCyEcFXCvg7E8myHRECPwwqLoRjdIUqbZNIFTMeJZUxzYa5enbmmTeLZbJ9wtWFpP5FMCpF5m5eoxouh09mkSPJOl++IsoqkZp4lKo4LzCeygUNXzWzBjxXC92ZYZa/va2FG1tezHNNKXSoqidGUmzbt0TlMsjSzoDTSNJOrNhzQHPx4EdOzUOPhbqFo2P+bz3rvOAxCYXocyL7nr1ypL/Q+DYKLqJomr4EFq+zE3hVoskerYsCXicsk3gX7chCTWUEQLV1FANFT1pct322JqtM3Q1T+D6+JbH1PEx2g50Mf3hGG0H11G4NIs1VyeSjaLFQlmDaGt8YY0d+FE/tfHKws++7ePW7vwd+5UIeIJShdL330B6PoknH0XNpFBTYXsfnk/QaOAMj2H1XaJ6+EP8/B1KbP8an15ISWngLFo0jqLq5C8cI1hBUv9XB4LeLZ8j17oT37e5duE18jMXV/1Wa+fD9Gx8AUXVGR04xNjg4WVCcC3te+nd8hKKsnxamZk4zeClN/D9tU1SiqITS7SSSK8jlekhlmhFN+IIoRL4DrZVplYZJz/TT7kwRBCEgY9Vdhk7d2M3kM/Y+cWfXbjp7+DUF7M2gS+ZuLCUI1GdtanOrvzMlCcv07zx0dA5XNVo2/YUIClPXsF3GkgkiqKhaDqKZhC49m0XcKGoRNNt4aKjaAhVm/++EZJ/jcXeZzORo3nDI3h2jcB3CXxvXvPGw3fqWJW51dWUHyAKI+eJZbto2/okimYQSbXSe+CrlCYuUZ64jFMvLgSsQtHQjAhGPEss20Ui140WTTJ84gfU8qMoikYi2Ymux7CsIvXaNKpqkEr3km3aTK06iZQBntsgHm8jm9tMJJqlVBrG92yk9IlEskRjOaqVpRw63UiQSLSjKjqWXaJamUBRVBKJDnQjjtUoUK+HFIdYvBXft4nFWvB9l3Jp6K7EGa8jHhd8/TfDlvQggOPHXc7dhlB9vxD4HlIG811fi/CsGrF0DsWMwHzyRPouvmOjJ7NLPnsrg2ErX8fK15n8YITJD26gDQiBb4XP4+yZCbqeXU9ubxvZLc2c/c8fggTf8amNV3BKFhf/8vSiKbUQCwr+MG9PcRf71l+JgAdASSZQMymk72Odu7igxSM9j6DWwJuexZstPBD+yq/xycIpzzHxwY8+6dMAwgUt07uHaKYDzYjg1EsUh8+RaN1AceQ8nlUl1bU9zBBIiZHIosfSqLpJafQCtZl77biSVIrDtHXtRzfiNLVsJz/Tz+1mD02PkW3eihnN4rkNquWxFVVvg8Al8F1U1QiDHqGEi7YQqFqEtZPYBO3rHqWz90mi8ebwezKYn+QkiCTReAuZ3CZaOvYxNniYieEP1hxM3U9UZwYpjV+kqWcfCIERS9O17wu0bC7g2XVYCHhMVN2kPHWVq4f/4pbj6ZEEPft/g0iqBUXVUFQdMX8Pb9ZJiTd1EW/6KqFNREDgewSBh/RdqrMjDJ/429AR/RNC4NlM9L2DUBSaNx5A1SPokSTNG/aT630Y32nM/88EiqqFfB9FXegWCnwvzOoBuebtZLKbsKwCTU1bmJk+S602jabNB4aKhjoveKgoGqpqIoSKqhoLvCpFUUkkOzHNFIV8qAavqibdPU+DlDhOBUXVqVWnaMptJZPZgGWXyDVvZ3LiJPXaDN09T2HbFRy7TBD4lEtr5wHe6I4hRBjsfO3rET7/+Qi6LpiZ8Xn11Qbug4938OtVAtdZ6NCSXnhQpzhHess+zEwzdn4KpEQ1ImiRGG5tBcrACqgMFZk+Mc6GL2/HSJk4ZYtoLo5VaDD6bigLUx4oUh0tseGL23AqFpXB8Dn16i4jP7vK9t/dx6av7qR0LY8eNzDiBiNvX8XK35ukza9EwKMkYqRefoHorm3YVwcpvvoa3uzdexI9SEjvBtEuRUEYxu2/8Gv8UiHRtoF4czez/Udp2f4EMvDxXYdk+yYqk1fxrCqxbCeeUwcZ0LRxP1N9P0fVDFq2Pk6jOHnPGapSYRCrnieWaCWZ6SYaz9Go3VpnPhpvJp0Ja/GV0gj16sr8tvz0BcrFIRShomomqewG1m/9PJp2pzK0Et+30fQYtlXCquepliewrSKB72CYSVLZDaQy3Rhmiu6Nz1OvTq8pU3W/4dk1xs/9FKGopDu2ouoRFEUlkmyG5E1XJeWqWidCUTHiGYxY+g7OIrRfUBUVlXnV71j5U0Gg9qwqY6ffwCrP0rr5cSKpZoSqIxQFLRJHI77sO1JKfNfGrs7i1EsIoZJr3s742DEq5TGaW3bS1LyNSmWC6akzpNI95OcuU8hfBqBSGQMgGskyNXUa1wlTFfX6LIW5y7S271s4Virdg6aaDFx7C8+zQISaWS2tuyiXR6nXZohGm8g2bcJq5FEUjUp5jLnZC4BYs91FR4fCzl06VkMSSMjlFJ55xuBzn4+QzQosS/LqdxqcOf0xRDuAXZjBrZYwsy2Y2VasmfCe1SeHEEIht+9pAtfBdywy2x5BT2aozbelB15AebBAY6a2sFb5lkf+wgxezcG3fS6/epbOp9eT29OGaqjYRYvyYIHrGyuv4TJ+eIjeL2xl7NAgdjHkJMpAMvXhKIHj0/FUDz0vbsStu+TPT+Pb4b22ZuuUrxUI7iI58SsR8KipJNGdW0CAOznzqQ124HrnVyjDLkwDo7sDb/oeTU9+jU8NNDOO9D2sygxOrTTvNHzrskN9bpTKRLgbTXfvRoskcO4x4HHsCoXZS8QTrcTiLSTTPbcMeIRQSGfXY0RS+L5Lce4qjr3yTs/3HfzGYpZF1cyQFHMXmJu+gKLo1GvTVEpjBDdlb3QjTu+Wz9He9Si6ESfXtovC3JVPpITTKE4ydOxvyHbvId25jWimHT2SRFG1sLzk2XhWFasyS2n89kGZZ9eZvPDzJaWru4FbL+PZS61nPKu6MLb0XBql5cbDnlVj8uIhtEj4nNaLE8vHtmpM9R9GjyYhCKjN3Z5j47sW05fepzxxiXTXdpKtG4mm29CjKVTNRCIJPAfPruHUCjSKk9TyY1Smr2FX82h6FFU1sKwCUvo4TgVNCwPLe+0ZMc0kjlPF8+x5p/gARTWJRLK4bh1di+I6VSrl8VC8VEoajbk7LmPt3KXzr/91mkw2zFjdmKzzvNAk9Ft/XqdW+3j4hU45T2NyiFjnRlRjcUNizU5QHbtKsnc70bZuAt8Ln4XApzLflu7VXc7/yYkl49Unqxz7l+8s/GwXLQZeu8jAa7d+3sfeG2TsvcFlvw/cgKnjY0wdH1vxe+OHhxg/fHeZ7k9vwKMIUML2aTHvqXUdQtcQ0ch8S3MQlqFuE+1JP0D6PkJRiOzYTOLFp3AGR5d6ZckwLSxtZyHo+CQgLRtnaAx9XQdKNELys88SOC7uxFSoiyPEfCuygl8q39bvS43E6Xnht1HNKCPvfAfftcnteIxE1xYC16Z07SzFa2cIPIdIpo3crieItnTh1auUBs5SGjh322yCUDXMTCvJrs3E2nrRY0kQArdepj41QnXsMlZhGrkGwTmhakRznaR6dhBtWYcaieLbFo2ZUcrDfTTmJpDBosfN7dCy7zkymx9aSIffiNnz71PoP77m9lihauixFJFcB/G2XsxsK1okgVBCArRTnqM2OUhtYgCnWlx1ga9OD5Dp2U33gd/As6rkB8MJQUq5UPERaljCkJKQByKD8FqkXPGa7hSB71Ccu0Jr50PoRoJs82by0xdWJCKrWoSm1lDNzbHLFGZvX/66X/DcBhMjx255LNepMT50hKbmrURiTcST7aHB5AM/s5XhWhWmrxwhP3x6ns+jLyp8B37Ig3DtkKx7G1wPDh4EPKe+6tieU2fmygfLfq+YEZqfeonY+i1Lft8YGcC+tpauNIlVmcHqn2Vu4ASqHg39nhQFxYySe+IFIj09FE6eYvbUz5aQ0X3PwvMsotFmPLeBaabw7oM3G4Btl0mlu9G0CJ7XQAgVKQPq9Zkwa1S4iiJUgsAPS2bXy6p3CM8NhQ8TSYmqhsuVZUny+YC33rT50z+tMzHxMdIpZMDM8bcR6iHcymLZ02/UmP7gTYRQiDR3IBQFpzRHsf8klaH+2wz4y4FPXcCjNmWI7tmOEo8hTBMlYiAiJkZ358JnIju3oMRjBA0LadsEtktQb+BcHQy9qm6CX65QP36GxDMH0VpyZH/ry/Pz6A0PbhAQWDbebB67/xq1Yx/hjk58Ih09tSPHiezaipZNY2zsofm//1282QLStkPPpGgEpCT/7e9hnb+1CatQVCJNHejxJLG2XuIdG2jadgAxn1ZPdG5CaAa1yQHWPft14u29XF91k+u2oBgR8n0frBgcqGaU3M7Had71FHois4xfkNm0D6dSZPbcYeb6PrhtG7iiGeR2Pk7LvufQE2lu5HqkeneQ2/kY06d/TuDYYeCq3f6xVY0oZroF1Ygs62zRB5Jr84wBEILmXU/StOMxzEzLLUsETTseozE7xuSxH1MZvXL7oEdKVM2k0ZjEdxphG3O1ADLAiGeRgU+sqZPy+KX5jz+Y569SGqVWnSLTlCCT24wZTeNVlgc8yfQ6YvEWAKqlMWqV29ut3F/c/tobtZmwDAHzHWSfcMeSlHh2bVlm5UFB6EbIbfo4pEBkgFcp45WLKIaJ0dSClkrj1yp3VjqTEs+uz/ObQqjRGJ5wIWYiNZZ23gFSBsxOn6e9/SGyTZswjDiTE6fuiLOlKBqZ7CaacpuJJ9ro6DpIsXCNUmmYbHYjvRuex3VqWHaJmamzzEz30dK6m2SqC4FgZvo8tn331hgXL3r83/+6QmeXSiwm8LzQwPTkSYdL/d7Hwtu5GW5lpUBV0pgcYuQnf0m0ZR2KbmAXZ7Dz03edrf004VMX8GjtLaS/8nnUxPLa7nXoHW3oHW1LfhfYDuXXfro84BECxTBCVeRqHTWTCoOYZSYlCkoijplMYPR0Edm5hcJ3foB9aYCPG/a1EYqv/pDk555Db2ue1wqav94gCA1VC6XV1YjnIRSVpm2PosczFC6fRKgaqZ7tqGaM5t1PEm/vxUw1Ueg/gZQBqd6daNEEue0HKQ+cw60tfdEVI0LbIy+S2/kEim7g1orUp0dw5ncKZqaVWOs6jGSGtv2fRdFNZj56d+VskRBktz1K24HPoRpRAtemMTtKY3YCGfiY6WZird20PvQCdmGatWQX5i4epTJ6CUXTUY0IyZ7tZLfuX5U/sQwS9GQGM91M4Nq49Qp2fhKnVkL6PkYyS7ytFz2RJtbaQ8djX8SpfBu7eAsNJ6GQ6dlNdWaQRmESPZIgt/lRpvsOURq7SG7jI3h2HbdRwbOq6IZCKulQjgqshsSzq/dNuM11qpTmrpLK9KIbCTJNm6hVlpY4hFDINm9F02PhojN1jk9Ci0EIdb41XZ0PakLbDiHUheA1/PnT2aL9IKDGErS+8AqNsSFKZ48/cD2wwHEonDpC6dwJhKbRdPA5so8+9UCPeSPy+SvYdhlNj+LYFRqNRcub8dGjuO7SILNen2Vk+PCCFIKUEtsuMTd7kbnZfqQM8D2LwHcYGf4FsVgzQtEWyMiF/BVsq4hhJPADF8suEfgOw0PvYVlrJ4InHjuAX6sxda6PV1/95dHO8hs1qsO//Bmdm3FfAh5vrkD95FmEYeAMDN+9TD8QlCs0Tp0PbQfuANLzcCdvWmiEwOhdR/pLL2Ju2UDQsGicuYA/V0S6zuLcfd2DKZnA6GpDa21G7+4k+dnncAbHlqgpe7N5asc+AkJH9NXsF/xCifrJcwjTwB2duKWX1xJ4HvWT57AHR4hs3YTe1Y6aiCEB2bDxS2Xc8SnckTVaFAiFaHMXE8d+QuHSCRCCzse/SNOOx4g0taFFE0ydeIt8/3EIAny7QfOepzFSOYxUbmnAoyhkNu6laftjKLpBZfQKU8ffpDE3vmjhoWkkOjfR/tjLRLLttOx5hvrUMJXhC8tOzUw307z7STQzhmfVmD71Dvn+D+f1ckBR1flg4hXiHevXpDviVgo3pGkFihEhu/lhuGMOp6Rw8ThC0aiOXaY+NYzvWPPXKcMMWq6Dzie+TLy9l0hTO6neHczcIuBRNJ1YUyf5gY+oTA0Qa+ok3hqSgYvD5xazOoGPDAJa2lWeeiXF1aTOe2/UGTv5k2VclntBfqaf9u7HMCNpsi3bmBg5ttDeDWBGs6QyPQihUK9OUyndnqtxv6HpMRKpThKpLuKJNoxIaoHPoShhu7Zm3HpjtBqEomKmWzCSWYRmIAMP36pjl+eWyfdr0QSRbDtqJIYMApxKHrswtRCACkUl3rEBp1IMS+fZNpxKnsbcBJFMK2a6GbdRoTEztoRnJBQVM9uKkWhCqCq+Xceam8Czbp8l0lIZEtv24FUr8+/EgxdAlZ6LP9/N41v1jzX7LaVPtbqcTwQstIzfCN+3qdUWs5FS+tSqk6x0V123Rqm09C9S+tRqU0vGAKhV157hFKZJ7KG92NcGaJzrW/P3fo0Hh/sS8NiXB0IX8nuAUFSSvduxi7Pkv/Xd+3FaqE0ZMt/4Iubm9XjTc5T+9g0a5/uRjVvwUjQVozcUJjS62jF6OtE7W3EG5yd6Ke/4Wp3BUfKDN1yPEAhNWz0NHQT4swVqs8fXfKzbnketRHnw/EKWpTzUR3bLIwgjglspULx6ZqHsVB2/Sm7XEwhVxUjlFpx4AfRYitzOx1EjMezCFBNHX6cxs1TEy/ddSoPn0aJJOp/4ElokRtP2g1RG+pemRYUgvWEPZroFKSWlgXPMnn9/SfnL990wW2OY9LzwO6jmnZI5767mfh2NuXHGDn9/xXSu9D3qk4PMnfsF0VwHim4Qa721A3vgOZTGL5Hp2UO6eycgqExew6mVMCMBB58RZHMqQaBx6M0a0+MeF89UMcwwi5FKuTz1UpxIVOHsCYuBfod9ByOs32IwN+3z3ps19h2IsHGrwfSEx5F369zOQ7BRn6NcHKK1Y2/YsZVeR6lw/dkWJJKdxJPtgKQwewnH+rg8uQTJTDdd658i07QJ3YiH/DrpI2UQ7s59F8+30WRs9eFWgBZNkNv5JOn1u9DjKYSqhWKGdp25viPMnHlv4bPx9g207HuOaK4TxTBDK5FamdK1M8z2HcG3aii6SfujX8AqTqHH08TberFLs+QvHCW9cQ+xlm48q8b4kR9SHgoXP8WI0LzrSTKb9qHH0ghFIXAdatNDTJ34KVZ+5QUeINrZvYRs+isBRQn5m8o8VyuQ4PsrzqVC10FV53Uqg3CjeRPPU5jh/ZOOs3SOuN4d6/uhFyIsdMtKxwnta1QtHNsPws/c+H1VRWgaZk83Wi6LMzqGEl2ct6TrLj1nTQ2fv/mNtdD10OdQAr63sEkWhgGKEhpz3zynCREmCaRE2ktfekU374+tkZRrMiX9NOPTU9ISAkU3EOr9a6U0N6/H3NQbKiif7qN+6jy3pfV7Pu7wGM7gCEZXe6jCnE7dt/MB0LJZohs3UT19OswyfUzw6lXc2uKCZZfzC5kKp1pYsqMN1TeDUMfCiCwZJ9bSTaSpA4KA6vhVGrMrM+mRkvLIRVoffh7VjBJt7sRIZHAqix1yWiROvH19+LL7LsWrp2/J9alPDdOYGyfRuenub8LdYpXadX16hMD3UHQTLRJn0fPi5nEkpZE+ajNDCEVD+h6eXUcGHrqhsGOvyXtv1Ni+12TzDoMT7y+9F74Hk6MebZ0aB5+JUir47DsY4Uf/pUqjHpDKqDz5mRgnjzTY+2iEwSsuw9duTQ7wfZv8zEWaW3dhmCkyuU2Ui8NI6aOqBpnmzSiqgetUKM5dWZL9eZBIpLvYtOPLJNPrkEFAuTBEYfYStcoEdqOE59sLXTJ7Hv1HxBKtdzS+UDWa9zxD8+6nqI5dZfqjd3CqBVQjSqSpnfr0YgBvZlroeOwVVDPK1MmfUZ8aQtENslseoXnPM8jAZ+bMz+cHhmTXViaPv0Hxykd0HHyZloeeZ+b0e8z1fUDHwVdIr99NeagPoWo0bT9I8+6nqYz0M37ph/h2nVj7elr3PU/7wS8wduhvFrOr/KZnRAAAIABJREFUQqBG46ixOGo0RmLzThAKerqJWO+mJSWtwHGwJoZvGegrZgQ9lUGJhLynwHXwKiW8WuXBZm0UFT2VQUskw+DOcXBLhfnX5fbHVbNZYrt3Et2+FS3XBAL8chX72gDl9w4T1OY5QZqK2dtLfP9DmD3dCE3Hy+epfXSGxvm+xc8pCs1/7xsA5L/3A/zS4vynd7SR+8bXqJ/ro/z2zyEIyH7x84hojOqRD4g9tI/Ipg0ITcObnaN6/CSN831hYKKqxB/aS/zhfegd7WjZDMknHye2b3c4eCCpHH6fyuEjC8eL79tL/OG9FN96Gy2TIX5gP3pzDum61M9foPyzd0FK0p97kei2Lcx++zu4k0szTXp7K01f/wrO+ASFv/nB4n2LxOh68bfQYom7+5/dALsww9hPv3PP43ySuKOAx0g3Y2ZaUHQds6mdyuAFfKtGtGUd5cELSN8ltWkvjZlRvGopbG1rXYdvNygP9OGUZtETGVIbd6FFE9iFacoD55FBQGb7foxklvr0YtrcbGoj2bMdRTeoTw1TG7uKkc5hppvR4mm0aJzK4AUaMyuk2oVA72hFqCpBvRGWu9Zc554Ph6Vcc23c6OjEXLcOv1ajcfkSenMLWjqNmkhgDQ7gNyxiW7egJlOhuJZhEN24ETWVwh4bw5maJLZ5C6gKQtOonTt3H0UQ5XyK/AYJcc+Zb8OUYYBzAwLfDT+qCJSbCMKxth4UTSPwXOozo7cNBvxGDa9RmycQmxjp5iUBjxqJY6RyoQ1AOb/AAVpxLMeiMfsJBTyrIPBDTzUhREiSVpTQEXAFyMDHvYXbsZRQLATUqwGGsXRLJgRs2WWwfY+JbQckUgqGoSCAmUkP34PWTpVURiEWV+g7bVMtr/L8SEm1NEq9Nk0i1Uk6twl99EMcq4RuxMnkwntdr4WZoI8DimrQ2vkwyXQ3zPOGBvp/jG0tJ1he76i5U5jpZrKbH6YxM8bYL76HW10cuzJyQxutUEj17sLMtPL/t/fewZGk6XnnL335git4oAG09266e3r8DGd3tTNruIZuGeJJtyIZwQgdKZ7ujnEytwzd6VZBnRRB6iSFKAZPYiy1e9wludyZHQ7Hz/RMe9+NBtDw3pQ3Wenz/kg00GgA7abXcA5PTE8AyKqszKzM73u+933e55098xrZvtts9UtZ1EQddduPkB++jGsG5NTMz1Oa6MOzTVJ7n8K1LYrjvXiWiVlYQF10q1Uicep3HgtMMc+8trTgqGamUeO1pPY+QzbVvkR45FgiqJLq6EFO1iKqGoIgkNx7mOTewyvOz1yYZeSP/+1SdOJ2hNu6qDn4OOH2LpR4EkGUcKoVzLlpCtfOUbxx+UdiviqqGsn9R0jsOojW0IwgK7h6GX1yhMKVs/ju+hFvKZmg7osvE969C2tiAmNgEN/3kOvqkBvqlxfJokB4+zbqvvwFfMumeqMPz7LR2tuo+8LLlFINFN58J4iQCCwvZu8obBBkBbmuFikaWZoKxHicUE83alsLbj6Pfq0XMRwmsnc3dV/6AhnTpHqjH3wft1Si2jeAWywRObgPc2yMau8tPYyPObYyIi6GNJTmZuJPHkdpasKenaO6kEauSQbHJgT+bNb4BInnnia8c/tKwiOKaF2bCPV0Uz55ZuW5iBKR5k6UeM0Df2e341ZJ/t92PBDh0WrqSR1+nszVj9BnRnANHTmaJN61g/LkTVzXJt61A8coo8aSxLt2kh+4uFgV5CPKKrU7H8OzbcqTg0GTMj+YBKqz40Rbe1CT9Vj5WzlZAbOQBt+jdvthXKOCEquh8fALpK98iGlVaTjwNFPv/vmagtglUa8kBSLo260u17sgTSm0niAt4VVNnIXMXV8PIEajhLdupTo8RKijE62tHTlZgxgJU705gFupEOruAVHCnp9H6+xEa25G6+rCmp4munMnbqVMqKsbfaAfJ5d9tIOOD75jrvobLJp83dn3Z8U1WjnxasmGwEFXVmk+/Cka9j617scKCKjJ+uBnUULSVkaLJEVDDgcrD1sv4Vnrl8D7rrMuUfhRQ1Q01HgtofoWQrXNqLEkkhYJymplZfE8bmlJHj52LErwmZ+N4Xk+l89V2LxD5cDREIIIc1MOpuETjQt4nsDYkE16zmFi1OZrv5Zkbtrh3dd0Pnpbp22TQrnooVfufQ9V9QyF7AiRWNNSRZZlFEjWdaFqcXzfJbfQ/1B9sB4GkqyRrO1CEAQMo8jsxJk1yQ4EXjwPY64XVJ9olCb6sMvrV95IikakoQ3fdShPD63Y5lQrVGZHiTR2Eq5vW9puV0uB47Fj4zk2rlHGW9R9ea6zlJJVYrVoyRT5hYuosRqU8PIK3DWriLJCqLaJ0viNICXjOhgLszjVQGuS2HkAtS5FdWIEfXJkhZjdrZRXL9QEkdjmHTS+8DJKTT12PkN58Aa+66DU1BFq7STU3IZSU0/u7Ad3fRYfGKJE3bFnqTv2HBAQMjuXRlQ1Qo2taC98bn1toyQRO3aE0LatFN/7gNKJj/AqFfAJUjiCGPwOSPE4yZ95Ds+0yHzne1iTU+B5iJEwNZ95kdjjRzDHxqleX60lvB9IyQTVvn7yr7+Jmy8gSBLW1DS1n3+J8O5dAeHxPIyBQYyBQcJ7dhHeuR1zdJzSibvbAUjxGGpLM9m/fAVrcgrfdRAVFR9/ySLFHJ/AHB4hsn8f5VNn8arBMymGNCL79mDNzGKOrlyYuJbB7MnXkJSVmljfB1FRSG7dj1qTwkhPU52fxKmUFj9bQ6tNEW7uRFQ00hfepTSyrEOSNYl4U5jSfBXHuEtQQIBESwSjaGGVndveL5JoiSBrEo7hkp+u4NnL804oqRJPhRAkgWrOojT/aMafB0xpiVjFHKXRG0sEQ47G13idgGdbiIqKlmygNN6PXc4jSMqSnbWRnqYyM7JsaV3M4N4h1HOrZYTaRpRoLXI0vjQ5GplZSqO9uGaVRM8e5GjiNpK0CN/HnpoJVt6qQvjwXsyhMcyhsTXJhKCpaFu6SHz6WeTGYJI2b47gzN8H4VGUoBFbNotb37CUr7XTaex0GiQJUVNxyyXcQgG1rQ0xEkGpqcXJ57HmZoOyeNPEmp9beoAfJfy7EagHIFe3BmxBFFETddy3tFwQEO7osSSIEqIc+Ct5tnVX0zjf834i+eNwQzv1u4+T7NqFHLkjvekHkxie90hcbYt5jze+X2ZhdnkAGbyx8pyvX1w5Eb3+FyvvlXdfe7BO9L7nkl3oJ9Wyb9GTZxuF3Cg19VuRJBXLLJFN//iqNQRBRFECXY7rmHctBU7UdqEoDy5alrVIENmslrlb1ZkgSohqGN9z1xAR+4GwniBtsPRX7zan9FveXr6/1NTyFiQtgiCK1G57jNptKyM0wVv9QC+0SKBdvUL+/IdL27VUC2pdCn18iPSHby6No+tBra2n4ZnPoNQ2ULx6nvSJN7CLQURVUFTiO/bS+PznqH/8eezsAsW+K48svRVu7aDmwOMIkkTmo7fJnnkPbzEiptalaPrUF4lu3rlmNF2KxQht24JbKlF6/wRucTkafad2R2luRm1rpfjuB9hT00sRfa+iUz57nuiRw4S3bQ0iRHeJKK0Hr6KjX7mGm8svfb41PoGn60jxGEjSA2QR7oAgoF+5FhCWW8d9hy+Wmy+gX71O8sUXCO3Yhn7xMgBqawtqWxulk6dxCiufF9+xyfeeXf1xokTq6IvIkTjzp/6a3PUza46vWl0TzU99jprtB1cQnvqeOC/+L/t5+19fYeba+pF5JSTx3G/tpfeH4wy+u6xJC9do7Pn8JtoPNqBGZf7iH52kML08djX0xNnzhU10HE4x+tEsb3zz8t2u3n3jgTU8nm3grftwBRbnAqBnpklfPkGsfQtNRz9N9vop9Llxcn3nibVvJtGzm2j7FtIX38U1V7M3QZKpP/AMbrWMkZ0LQsaLJaiOoS+vaHx/3cnGGpnAuNZPaM921M426n7lq5gj49jTc/i6AQIIIQ25NonS0oTcnFoqWzdHxim98+F9PfROsYSdzRE/chQBKF++hNrSuqzRcV2suTkiO3dDs4On65jTU0iJBKKq4ZZKeKYZMPYfVS+vRxWOXNyP51jkh65gFe9NCIPX2xiZO0WYtwmKhaX/3e3DH+RIPzYijZ20PvlFok2b8D0XIztLZWaYamYGe8kl2UMORel44ReCifQhoZc93n6lQj77o6+2uROl/DjVShpVi5Os6yYabyYaawIECtkRzOqPrx+T73nYtk6IOiQ5hBaqXcMFWiASa6Kl4yiyElpzP3eDa5uBZvAeAnjfc/FsA0EUkbQwrrmSTEqLjRdX6M7u8xb1FruFZ/vPkh+6tOaCxCpl17cheJBHQRSJ9mwn1NSGuTDLwom/wSkuR81826J4/RKhxlbqH3+e5L6jlIf6Hk2UR5SIbdmFHI0vpq/OLJEdACu7QPbM+0Q6NwchzjsgaCpSIoGby+NW7k7mb6WAnFx+FRlyyzpetYpUW4MgSw9FeNyqjlu+o5rLcQKCIgRWCQ87QvmOi5PP35Mw6dduBJqgPbsw+gfwDJPwnt14ponRfxPu06pEq28muWUf1flJctfPrruYNLNzZK+dpPOzf5fkln0snHv7gc7LMT1O/uENyumVesTSfJWTf9TP5qcKPP717aveN30lS3q4xLO/uef+fdPuAw8uWr7jG/UdB1FWkUIRlFgycNslGAysQoZsbp76/U8RbduMPj+JIIqUxgcw82majn0aKRxdh/BIaLUp5gcv41nmHemQ+7ut3HyR/F++TtJxCO3ejtzUEERvXHcpHykIQpAnXczjesUSRu9Nim+ewJ5Yv0piBTyXSu+1IJfs+/i2jVNaKQC0ZmaCaA8EXjquS+n06SW9h+84lM6f/fGYiH0MOGYVCLRNxbFeCsNX7/u9dw7qvuviORaSFr63YF0UVnX2/VFC0sI07HmSaNMmwCc/eIm5C29hlXKLq/jlc1HjdR+bqLoOzE79ZL57xzXJzt8gWdeFFkrS2HoALVKL59nk0gM493AHXo3lBo63IIoykqwFzS3v0n/Ic02KuTFiiTY0LUHrpuP4nkNVzwA+shImGm+hpf0osWQ7jl1FecDSdCMzg+86xFp6yN+8sBjpWQ3XNgPdWNsWos3dK8i9pEUIpzrwLJPqKiJ/b1ilPFYpi6SG0RcmV0W3HyUEUSLS0YMgilQnR1aQnSV4LuXBXuqOPIOWakapqcOcf/DzuhNSKIyWagZBwJgexy6ujthZ2TRWdgG1oXn1DpasQ+79WUsak1uNVm9f5AkE5fv3sfALnOzX+EDP/xEuSL1g//eAm8uh9/YRO3IYpakJt1RG69qEPTOLNXH/thFaXRNyNEFx+Po9e/PZpTyOXibavvmBCY/v+SzcXEOK4IOtO5iVtYMnnutjlm0c00UUf0KEx/ecxYtz20ReymLk5kkdfmFRpFrGcx20umaSm/cslXvm+88jyjKJnj2E6luCEN7sOE61jFbXRM3WA4QbO5AjCdR4LcWhq+gzozTsewpbL+HoQW5xqTRu8RA8y1hXuCiJEC3NUfqzv0I/1422vQelrRk5mUBQg1SKa1l4ZR0nncWenMEcmcAen8TTH3CQd92VIdk7mbrvr/DzAVaFoX/ayQ4Eokw8PyCkyYaPZYTn2ga2XkKJJlGiSSQ1xHqxQ1FSUKIP0lDx40GOJIi1bUYQRYzcHAtXP1jXUFAKRdZdhYiiQiq5lZrYJgQgXbxJpjCMz0+Ra6nvkc8GPbIUJUKqeR+yHKZcnKKYH+d+Fhh1qZ3UNmxFktXFDtUyqhZHlIKkZ7Kum217v4rrWviug+taOE6VmfFTGLdFkFzXYn7m0lKkqb5xF9F4M2a1wC3CEwrX4vs+MxOnkWSN1s7HH+h0jezski1D89HPkh+8iF0pIimBsN6zzaB03PcojF4j2bWbhr1P4dkm+vx4oEXcdph42xYyN05jFTMPTMbtSoFM3xkadj9B82OfpjB8BVsvISkqaqIBNV5L7uaFVaafDwNBFFFq6gCwcuv35XMqZVyjiqAoKMlHQ3hEVUOKBH257FJxzSIHz7FxyqU1CY9vmri5PFJtDXIygZNdP9ropNP4toPSmEJQlBXjrVxTgxgO4aQzwTjrBwsuMRxetdCS6+pWtDK67Wju/8QXX+7DI41QAOhXrhF//CjhndtxFtLIdbWUTny0pkh9PYiygijLq5zo14IgiEF6946IqCAK1Pck2Px0M6Gkysy1HDffncYqO0iKyLYXWuk8kgIBrv1gnKlL95cN+FHigQhPZWaU6vzUCpbsGjrpi+8haeFAz+D7i6RIwCpmEEQJz7EWjaqgcPMSpdEbgI9rGni2ieW4ZK6dItsbKMx9x8YxdLLXTiJpkcVeNG6QShOCjq7eotB29tRrSxUSd2JTh8x/+L0Uv/MvMlw8f4XqtT4EVQlu8Fs3oe8HRomOg2fZ8LeAdPwkUZkdxXMsRDVEtKUHORS9p0naenCqFcxCmnBDG2q8Dq2mESM7x1oDi6SGCDe0rt7JjwiirCCHFgXV5fyqSrbbEWnsXGrXcSeS0TY2NT1BpjiEZZexHeORkR1FjuD7Lo778VMPVT1LPjtCqnkfqpbA9z1K+QkM/f4GqWRdNy2djy/2ORNW9TvTQkm0UEBYg5V4IJbPzPWuIDwA5cIkw32v0tb1FLFEK5qWIBSuC87VNtAr88xPX2J+6gI1DVtp6Tj2QOfqORbzl98BQSDWupl4x3YEBHzfw7NNsgPnYdErx8wvMHP2r2k8+Dwtj7+85ObsOTa5mxdIX/vwoUi/79pkek8GXda79pDo3Lnce8txqGamyQ9deuD9rg0BYUkrd5dJcfGzRVVZev3H/mQxkDkE4+w6Y+uiKHstuJUK1YGbJH/mOeLPPk3pxEe4xSL4gVhXDIdxMtnAeHZ+AWN4hMieXVT7BjCHR/BdFymZIPb4EXzTwrg5GIiARREnmyO6rx21vS3oS+i5yHV1RPbuRtQePFV6J3wzSFsqqQbESBivaixXhH0MZ2xnfoFqXz+RfXuwZ2ZxCwWMoeF7v/E2uGYVz3UJN3WgxJLrivcFUSLc3IkciaPPrawuU0ISW59vYfJCBs/zOfy1zciaxJW/HMVzPWZ6c9imy9O/sYvxc+m/fYTndqfN2+HZ5pphMWeNcJVrVlelsHzXxlljJePZ1pq5xduPwa2uP9kqikBrs4ymBuFN3zDv2mzzpxm1SZHN3QrXblgY5k+uPLC6MElldpR45w6iTZuo3XGUzLUTd9F1BQ8NAqtEia6pU5kZIblpV+Btsu0Q5emhNcP70ZYewvVtj/x81oPveXiOjaioiIq27gSgJuqp3XoQUV5bvp2ItGJYRcbmTuK4j9ZavrV+P+XqApni4Mfel2PrTI2eoJQfBwL9SrE8Qc3T24h0N1I4N0z5+voh8+xCH5a5OnQd3pRCbUxSOLv6GH3fW0V2bv09nxmkXJwmlmwjFKpFkhU818EyS5RLM5jVPOBTzI0y3PcKjm3ctwu1IAm0H4lhFE4y8e55tJoUSiRM25EGskPT5Aau3X40lKduYubmiHf0sO3l3RQmC0x+0Is+P7HUGNdzLNJXT+AYlaXJO339w0CM7zr4vk9u4NySSB+CxeLchTcpjl4nVNeCpIbwXAdHL1JNT63wzfp48Jd0RndWSq64LqKIqKqBdukRVWndqjBDFBHXjJoQNIpeL53tulTOXkBtbSF+/BhaVyfOQhp8HzEWQ5AlMt/+Lk4mi1fRKb79HnVf+SJ1X/0i5vAovm2jNDWiNDdT+vAkxvCisabnoV+5RmTPbmo/91nCO7fjOy5KUwrfdvCMj/+sWjNz2PMLhHfuoP7n5UBwLUlUr10PKroeEl61in7tOuHtW5F2bKf47vt4pbXTsuvBSM9gFTJEmjfR9MRLZK58iLEwtUJ2IIdjJDbvpeHQsyCKlMdX9m10bY/Bd2e4+v0xRFnAd322f6qN3h+OY1dd8hMVyvMGx/7etoc+10eNnx7jwQ3cFbu2q3ztKzH++TezP1HC4xgVFq58gJZsQE020HToBbR4LbnBS9h6sEoSEBAkGTkUIZxqJ96xnUzvKYqj11ftrzByldqtB4k2dxFv307L0b9DpvcU9qL5oahoRJs20XjoZwLS5Hn3FYa9BUGUVoSsBVEKTP9ur6ZZA65RCYwO27YQqm+hZvN+cgMXAuGqICDKKqG6JhoPPE94sXT5dlKkyhFUJU40VI8kKURDDUFPHiuP45qIgoSqxJClEAICtlvFtEsr0rOyFEJT4ohi0K3ZcirYjo4qRwlrNTQktiAKErZTwfNdqmYe13v4SrZSfnyJ8AQXS0DtTxDZ3Eykp+muhKeQHaaQXb3KrGneSjTaytToiQc+HsfWyadv3vU1lll64H2LkkDb0WZywwWmz/VTmR1BDkmktm3FKRfWjObZepHSxDVC8TB5c36F+zgEtgl3RmSs4gDxlhjF8YDo33JYXgHPo5qeWt/Ac13cv7jF91zMhVki7d1ojS3r2nMoNXWIWgi7kMW+S+rrQeCaBk65iCDJKMmgfcadCx9R0VAS6/vEuMUiue+/QrX/5rLxoO/jFIoYA4PLQmLfxxwdI/0n/43ooQNo3ZsCc8BMluL7H2LcHFrhQmz0D5D+0+8EJoFNjfhG4KWjX7lGzUufwckXli6zk8kEETj7TlmCgzU7h5svrKrE8yoVcn/1KskXn0NpakKqSeKWyqtaL7nlCtbU9D1F2bfDGBzGyeQQE7EgavWAmQmrkCZ79SRNj3+Gmu2HiHZswakUg7J0z0XSwsix5JILeWn4OqWRleO36/jkxgOi5Tk+uYkKW55tQQnL2NUff/HF/eDHQngaGkQOHlQ4ccKiWn24yVrT4FOfCtHWKvHWWwaDQ6svqCjCwb0axw5pOC5MTjsrWl3JMhw5GOLwPg3f9zl3yeTCVRNREPjMC2HmF1z279G4fM3E9eDAHo0PTlXpu2kjCLBzm8oTR0LEYwK9/TbvnaxiGLfEz0EK7aljIVINEtWqz4UrJucumsgKPP9kmKkZl3BY4PHDIUzL550TVW4O28SiAkcOhti+WSESERgZd3jngyr5okd9ncjPPB3m5U9FObRP4zd/vYaK7nHuksm7H1Y/TmT04eD7lCb7mT37Ok1HPkOoJkXD3qeo23kMq5TDs83AcycURg7Hlxp25gfXLiu0y3nmLrxF+7NfRY0mqd/9BImu3Zj5+cAjJFqDVtuIXcqRvXGG2m2HFt2MV+NWP6NQTSOCoiLKwb9IY/sS6Yl37EBUQ3hWUG3o2RaOUaY4dmNFlNLWS+QGzhNOtSFrEZof+zSJzh2YhXRQOh1LEkl1IIgS2ZvnUeN1JDqWqw2S0XaaaneRiLYiiRrdzU9hu1Um5s9S1KdJRtvZ1HR8sSeUBD4Mz3xAtjQC+ERDDXQ3P0VYq8X1HUQEZrJXmUpfpCbWSVPtLmKRJmRZIxFtxbIrjM+fpmI8mokKCKwd0iWc3MqIm6jJJA50obXWUp3IULo8hm+7qE1JEge7EGSJ4sVRzOnsivdpbbWEO1MUL47gGT+B9tB3gWO4XPt2371f+ABoP9ZCrDnK3JXVvZ4+LnwnaGcgRaPLrRbWe63rUhnuJ7nnMOH2LrTGVsy5lQRLkBUSuw4GwubpCey1hM0PAc+oYsxOE9u6h0hHD0ptA1Z6pUuwlmpGrUvddT9usUTlzDkqZ+7RasfzsGfnyP/w9Xsem287VK/1rtnnKv1fvrXi9/yra+/PzRdI/9c/BUDr6cKanlmRRXAWFrCmpimfPY9xY2DNfeiXr6Jfvv/iDwAxFAJZwhwdx5p6CK2V75O/cQ7fsajb9yThxo4lU8zbX2NXihRvnCN94b1V3dUFAURlefEpyYvpXven16Dwx0J4GlMin/9cmAsX7IcmPI4DE+Muzz+vMTmlrCI8ggDPHA/xT3+7jrFJh7l5h8+8EKEmEXwJkgS//JU4X345ys0RG1kW+PLnYvyHPy7w5vtVvv7LCTJZF0kW+JWfj3P6vEFzo8xj+zX+yb/MsHeXxj/+jRqmZh0yOZfnngzz2EGN3/9PeUpln8cPh/id36xBr/oMj9kkEyKm6XP+sklIE/jqF2JoqkA251Ese4RCAr39FjeHbbo7FX7pSzEKJQ/b8XnpxSg7tij82/9YQJIEFFlAVQRcF0zTxzB8bNvnQTV0jwy+T37oMlY5T8Pu40RbepC0MFqyfrGR4aL/iGNj6SWM3CxGbnbd3ZXG+5l6/89JHXiWUG3QzFSJJpa8d/S5MeYvvo1j6MQ7tq9LeERZpW7HUWo271+M5AR6ktsRbd5EtHnTko7E9zysQhp9bhzr9rSs75EfuowUitCw+zhyOEG0uZtoS0/gv+PYgfC09zT5wYvU7TxGvH05dJspjZCvTNLd/CQhtYb+ib/G8xycxQiMbmYZmnkPx6kiijIdjUdpqttFoTKF59uLZEihf+J1LKeCJCrYiymxTHEI3cygKlFms9eYz/cFBpLejyddW/v0DsJdjVT6pkjs60SOhihdG6f5S0cxJjN4lkPTFx5j9nunlt6jtdbS+NmDlK6MLxuCrgNJlWg/1kzbsRbUmIqRNxh4ZZjsYJ6a7gRbPt1NtCkQUE6enGH47XHUmMKur2zDyJvUbEqgxhUWrmcYeHUYx3CJtUTZ8fnNRJsjFCfLaMllkXHDjjp2fGEz8dYYV7/dx+Sp5Qkk0R5j+xc2E2kIU5wso8YWU5cCpHbW0/1CJ5H6EK7lMvb+JBMnZwjVaOz42S10P9eBKIskO+JUFqr0fm+A8kyFSCrMtpd6qOlKYJYsRt6ZYO7KAv4DTBTmwiz4HtGubUS7t1OdHlt0kwsqkZzSbRIB30cfH6bUd5X4jr00vfgFMiffxkzPBaQpFCGx5xCxLTuxCznyl0+v9vURxcVnSlxsA6QEF0GUELX+wWaZAAAYwElEQVQQvmMHz5R3R/GG71MeuEpyz0G0VDMNT7xI9sx7QRsLQUBraKL++PNB9dNtZelCSEOKRkEAr1LFq1YRFDlIY4kibrmCb5qIkfBiH6lFi4BSORDvSiJSPB70LbRt3FI58MvSNMRoZMVrBUVZNDEUEDUN95axoSji6UHURQyHl0wApVg0EEXf2i8g19cSe+pxyqfO4ebyOLkcuB5iLIo5Phmk4SDwZItG8Bb9hG59tlfRERQFMRaMbV65vGQ4uHxRgsicENKIHjqAFI1QuHw1cI5+CPiuQ77/EpXp0cBUtaEZORK0/XAtEyufxkhPY+YW1mz5I6kinY+lSA8WkVWR9kP15Ccr2NUg2iQpIkooGIclVUTWRFzbx/d8BDHYLmvBdjkkISkiruMF+ixZQFYlJFkItmsSnuvhOR9v0vtYhGfTJom9exVUBfoHHK5fdxBF2NwjsWuXgiDC1as2ggiKCsePqygK9Pc79Pc7+D7s3auwZbPM3LzLuXMWhgE1NQKPHVaJxgR6e22GhlxcF24OOszOrD1YxmMCX/18jJExm//1/8hSLHm8/KkIzz0RDIxdHTI//7MxvvXdEt/7QQVJgt/8tSR//5cSfHjGwHHh1PkgavLHv9/IB6cMpuccvvlP6+nqVPj6L8e5esPiX/1BjorucfRgiH/3r1K892GV81dM/v7X4mTzHv/T/5amWPIQRQHX85ciMLIk0Ngg8bu/l2ViygmMChcHuL5Bi9/+52ls28f34Re+FOdrX4nxJ39WZmra4XuvVEgmRUIhgT/6VpF0xr2vCsnAK+cScihCZXZ05TbbJHfzAqKsrOgdBIHOKjtwDkGQqGbW7sjue27gSbMwSaiumUhjYF8uqaGgCaOhB92i01PY1RJqqolozU6MmUnwPLSmNhDAnJvGt20sp8x8/0dE6tsQXQi3dCKEw5SGe8lcOoGjl5BDUXID51HjtVSzs0theUmC7i6ZXNGjMju6pKFIJkVqa0VGx1wUBfbsUhBFuHrNxrKWH5zNmywWIjaZOzIZnm2SvvIBpYkBYq2b0RL1CLISCO2LGcpTg5iFBXzPozTRjxqrwcwvBITId/E8G9ez8XwHy9FXlGNbi6mpeKQZWdKQRAVFDiOKEqoUIRpqYHz+NEV99fV3PQvbqS4Jlm3nwcwGPw4ERSKxbxPzr12i0jeNU6hS9/xuPNNGimpk3uvF1S3a2+qI7mjDtxyUZJSWrxyjcGmUwvnhVSH9FfsXoO1oM3u/tpOhN8bIDuXRYgpWabGxoiBQmCgydWaGmq4EO7+ylXRfFrvq0HqkGUe3ufGXg4iSyO6f20ZxuszsxXl2fXkrkYYwg389Srw1Sl1PktmLQdVddjDPte/0c+wfHiRcv6xxUSIye39pB6IiMfjaKLXdSWq7k4yfmAwGZUkg059lfF6n+WAju35uO5nBPNWsweDro8Sbo7iOx7Xv9OPZHtVMFTWmcODv7QYE+n8wRN3mGg78yi5O/8FFcsP3X5FVHrhOfMc+Qk1ttLz881iFHL7rIKkadjHHxP/7RysGCFcvkz7xN4iqQnTzTtq+9CvYhSy+6yDHksjROHYhS/rEG1TH70hNCgKxLbsJt3UiqhqiqhJqDqKmWqqFxudfwq3qeJaJUy5SvH4Rp3xb3770HJlT75J67iUSuw4Q6d6KU8whyCpKLEFlfIhS/1XiOw8AIMaixJ95Imj94DhU+wcx+m4SObQfrbszIHTZHOUPThE9fgSlOUhHiZEwxuAIlTPn0Xq6iR7ej++4eJUK5Q9P41kWscePIKfqEUQRa3KG8skzqJvaiR0/ij03j5RMUr3WGzT/7Oqg8Npb+I5D/NknsOcXsMYmiR47jBgJIygKldPnsGfniR4+gNrZTsx18fQqxbffx6voRPbuJnxgD6W3PqCaLyDFoiRf/jT57/8Qr6IT2r4FtbOd0olTRPbtCdohiSL27DylE6eWxc2iSHjHNqTaGpTGFNHDh6j29mH0rR01um/4HnYxi13MUhq7sVR0gO8vtR5aD7buEGsM88L/uA8trqDFZD749724tke0XmP3y53EUmESLRF2vNhGbXuUifNpxs4s0Lq3ju6nmmjoSRBrCPHY17ZQmNHpfXUcPW+x7YVWUluTtO6rBwGe+PUd5CcqXHtlHM9++KKPhyY89fUiv/J3I0xPu1R0n1RKAhy2bZP5B/8gSt8Nm4ruk0iIWJbP9m0yA/0ypbLPr/2qxv/1b8q0top8/vNhrl93ePppjfZ2iVdfNfjFX4iQSIgspF2+/vUo//kPdQaH7p6jDIdEtm9R+e4PymTzAUHqG7TI5oMbpqtTYUuXwpdfjvH8kwEJ6myXicdEEnERx/GZnXdJZ12KJY/ZBYdS2QussePBvv/i1Ry5fHCxh0Zt0hmXbZsVpmcd2ltk/vzVCunsrS9j9Y1y5qLJ1IxLQNyXt8eiIs89GWbPDpWapEj3JoVYRERVg1c5rs8tyYnj+PfrLYVnGcycenXNba6pM/3h99fcZlcKTH3wF/f3GY6FPj+OPj++7mview4FD3EhFwzCghh0Yq9LIUViGFNjxHfto3zzBtkbgeNnQnoMa2EWrbEFz3cAH8coM3f+DSAgOYmEgCgG0b8nn9AYGLDp7TvJ7EBANJ0mETMqMjHoIMvQaWjs3avw9qkKxaJPJCygqLBrR4SZGhO9GOxPlqFc9hEEiEQ8sGbI9U4jy6BpAoIA1arP7S4D+twY+tz99ZsSBZn21GHq4l2UqvOBpkdcXDEDkhhEEWzn0YqcHwVEVUZQJNxSUIHiGhaCLCLFQnimg2c64Hq4VQspouHYLlpLDZ5h41vOPfvxSCGZ9mMtzF6aZ+CVYVxr5c2eHy1SntORFJHSTIWeFzcRbYqQHy0iiDD81jjjJ6YQJYFNT7WRbI+TGyqQ2lnP5W/1Mnl6Bjkk0fHEcsWf53jo2SqWvnKMCdVo1G+r48y/v8TsxXnS/Vk6nlx+33xvhtxIAVERcUyX9mMthOtCVOZ0SlNljKKFa7kUxpYn/0RHguZ9Kc7835fIjxUxCibdz3dQv7X2gQiPmZln9rXvkdz3GOG2LuRoDN91cfUyxuzUmhOVlV1g7m++T2zbELHN21HrUghaGKdUoNR3hVL/FfTJ0dUrKUEg2r2VxI59K/7s6uXgGenoWfqbUy5SGR1cQXgAir0XcfUK8Z37g07vkThOKU+29yKF6xeJdm0l3NaFZ1mEtm9FjEbIv/L6Ymm5gFSbJLRjK8W/eRu3VCb52RfRejYtpaoLr72J3JQi/swTGNf7UNtbcQtFyh+dCSLFepXQlm6UxhSlj04jSCLJT7+AcXMQQZaR4jGKb7wbRGY8D6m2hsi+3UjJBL5jI9fVUjl3CbdUonL2Ar7tEDm8n9CObZjDY5Q+OIXS0kTh9bdx0svVSOVTZwPiJgWZBrdUxiuV0Xq6MPpuona0Y8/OoaTqUTvbKH94Gt9xqHnpUxg3h7Cng8i4IIqEtm0lsn9v0FT0wqWgaeojEFcvwfPuO2mQn6zwzr+5Smm+Sn1XHDkkkZ+skBsrgw+O5ZEZLZGf1pm8vHw9Ktmg03u1YDLfX2C+v0Dva8GC23d9bMPFd32KszqO5TFzfbmowSxa9+VVdDc8NOGRJIhGBSq6z6mTFrNzwcD07DMaI8MO//VPdLxFgrh9m8z8vMdf/aDKxITL//4vkvR0Szz9tMa5sxY/eMVg+3aZX/3VKGOjLrv3KPzr3ysxM+vya78W5fhxlaHhe4uyBGENm4fbvKhsx+ejcwbTM8v7Klc8iiWPIBobpIk877aqwXtdX2H5n3uPkLRe9XDv+MLCIYFf/++SPHk0xHd/UOb9kw6H92t86aUHt8z/qYQooiRqqAz3Y85OgSAQ3tSD2tCIFI0tZZyccgljcgzPMgm1dqClmvAtE8801nTSPnZE5eABFc/3+Zs3DaIRgeee03jqSY2Tp02uXbf57GdCS5FBx4GxCYeenuCWV1X42i9FEASfnm6Zd941+cqXw6hyQGhefa1Kd7fM/n0KmirwwYcmba0Su3cpGKbPzZsOr71uPJQPmarEaKnfz+TCOWaz1xEEUOQQsXATAJZdwfc9oqH6JU3PnbglbhaFj9/S4kHgVi3sbIVwdworXSTUUotbMjCnsyQPdqOmErhlA7UhTqV/BlGT0YfmyH3YR/3zezDnClRH19e0iJJAqEYjN5LHte8Qt8oCrUea6Xi8FUkVESSRSH0Y4dZkYrgYOZNbBt6u7SHKIqIsICoidiV47n3PxyzdW9wtyiKiJOAshug9d/l9kiqx6Zk2mvc3IsoiSkRGjauLadT1IWsS4doQe39pB7buBBlgQcAx3cWu4fc8LBZPAmNmHCszh6CoS0J+33ODlM46xNIu5shf+Iji9fOBlYIgLFZlWasEuUvwPBbe/2syJ+/DdM7zcPTVVZa+41AeuoE+MYyoBOkj33UDHzXHoXC9RHnoBp5lEnv+SeyZuRWVR1I8DraNk87iWxZuJovcELQAsidn8PQqbr4Y2AZIEkb/TeJPHSf+M89g9N3EvDmMVFuD2tVBQgm84dyKvmQn4eTygTHs4mrSzRdwK3oQDZIknHwBt1hCbkwR2bcbQZKQG1N39QVa7/qYo+OoXR3YM3NIiRj6xcsozY1omzoQRAHf9YIS9tuKLXzHofD6mxTfeT+wfjGNFQLsHzfMkr3UUqI8v5p0mSWboffXlzFkR8tkR9evLJu88KMpYX9owrOw4PGn/03nM58Ocey3YvzwhwZvvGFSWyvSP2Bzh8ce6bRHoRCsii3LJ54QqakVmZ3zcF0oFIIVdXOziO/5ZLIelgXpBY/GRvGe3k1Vw2dw2ObAXpVEXKRU9ujZpFBXG9w0YxMOU7MO2azLd39QxvcDEiRLApp2953rukffTYtD+zTeeE+novt0tss0piSGRmzm5l3m5l2OPxbie6+Uqej+0th1Rzp7FSIRgaeOhXj7A51v/3kZ1/U5fmSliZnvQ9X0iUaCY5Wk+zbm/MnD8zBmp4j2bCPcvgl9ZBA5Gg/y/rYdlL8u+n/cWv1buSzG1Die4+DpFVx95YOhyPDEcZXv/8Dg5qBDKCTgeT5vvmUhitDTLXPmrMWZsxaHDq5dLt7cJBGNCvz+v6vw278Z+O2EQwLXrtucPGURjQo8/5yGY4OqwfatMpIkcPmKzfCIw/PPaWia8FCaNN93cJwq0XCKRLSFiFZHTaxzqWzdcspkisO0NhwAQaBq5pClELajkykGTSqDVJZBfXILtqvjuvZitOjRNflUG+LUPbOTxKFufM8HUSD7znWy7/XS8Kl9xPd2gg/pt65ijKcp907S/OWjwTnMFaj0TxPb24FrWJR7p5BroqT+zn5mvnMSO7e2nYTneJTnKtR0JVGjClbFDiz7fR8tqbH3F3cwcXKaoTfGkBSR57/xxG3XlTUjSK7l4RgOkfqgGaGsyURTETL9t09WwuJ/y2OBa7o4lku4VlvSGURTQXQ41hxh3y/v4tq3+5g8PUO8Jcrxf7SyJ5bvBoRryeDXB6tiU5ou0/vdATIDi58vCBgF86E0eZ5lwgOWkPuei1t9sDSoV9XxHvA9qz84mKi9NXzTfNvCuUW4LDsQ5d5WTeZbJkjSknZG0DRcPY+kqWtWKNkzc+S+/0NCW3uIP3kMrxhoYsyBIQqvv4VnWgHBdD2kZDwox75tQPUtG3NkDK17E/g+1uQ0vmMTfewATjZP+cPTxI4eQm5uWjq3QEN176o5e2aW8M7taJu78EwTO51Frq/DHB4l/+rrgent4rHdDq9aheqPp4nvJxUPTXhkGUZGXP7TH1Z48gmNlz4b4o03TGbnXHq6ZaJRAccJSAwCS9GeWzANn+lpl54eiYsXA6LjujAy6vKsDx0dEuPjLh2dEmNj7j0dwctlj+++Uuaf/FYt3/xn9UzPOuzYqrKQCRjH8JjNn36vzM99Ica+3Rq5vEuqXuLaDYs/+8HdPQwKRY8/+laRf/wbtfyf/6yBdMZl/26V779W4dI1i4ru8/98u8jv/A+1/ME3UwyN2EQiImMTNn/4J3f30qhWfU6fN3jx2QiKLBCJiGzuUrBu6xzrunBjwCIeE/mf/2EtM7MOZy6avPdh9c5n4qcS+tggVnoWBBFXr+CUClQnxwKti2ni2TbFK+eWnEK9aoXClXOIqhYIIO/48l0P8gWfzk4JQYBMxqNq+Jimj6oK+D5EwgJtbRINDSKNKZFC0aOtJfi9uUmiUPBQFYGtW2Si0cXqAs+nWAwuqG37zMy4mKbP/LzH8IjD/n0quu4H97J3fwaqhlVcEkjfgmlXGJ79gJa6vbQ3HKJipJlcOEdEq1+K3EwunMNyytTGNlEb24TjGsznl6uIPN9hfP4UrfUHaK0/QNXMU7Xyj5Tw2MUquY8GyJ8NSJZnO7i6SWVwFitTQgqruLqFna+A55N+8ypKXRQEATtfwdMtSlfGqfQHOqTC2SH0m7M45fXD8I7hMvreJIf++z0c+voeChNlZE1i9tI8xekKRt4k3hqj/fFWku2xe0ZUAIyCyfiJKbZ9bjOx5ihaQkWNB0RYkASSHXHqNtcQa4zQsKOWykIzuZEC1ZzBxIdT7PzyVpKdCSL1IZTwLYd2F6NgUtOVQJRF6rfVrqpOyQ7l2f65zez66nb0dJXp87OUZ8oMvzVO9wudxJqDKK6kSYy8M0Fp6sG8VD6pMAYGiT/3FJHDB/D1oH+Vk8vjFktED+/H1XWkmiSV85eI7N+z6v2CKKJt6UHUFJAkPDPoeWeNTxLa0k14/56g27ksU+1d3w/HHBoh+tgB3EIRe2YOPB9PN5DiUUJbutG2bl4SLXuWiVMoEd61HSsex5qYCqLbzY1IyQRKqh67KYWTyeIWiriVCuGd26icuwSOgzU9S2jXdiL79+KkswiqEhzbj70M95MN6Rvf+Ma6G3/3d3933Y3NzRK/+Ithjh9X2bpVZmDA4cJFm2zW47lnQzx+TOXwYyq+D4bhc/iwynvvmVSrPi+8oDE84nLmjMWnPxXisSMqhw4qvP2WxdlzFuGQyMsvhTlyRCESEfnenxvU1or87BdDPPOMRnOzRDgMExPuUiTJB0YnHG7ctAiHglTbt/+iTG+/xdUbNoWix/UbFv1DNvGoiCTC4IjN+ycNMlkP1/XpHbDJ5IKfr/RalEo+VcPnwlWTGwM2l69bRCJBhOX1d3T+y3dKlCvBIDc+6XD6YlDiHg4JpDMep86bTM+64AeTdP+gzfiks2L+th243mdRNQK90+i4zbe+V2ZqxuV6v7VU9j6/4HK9zyYeC1TrA0M207P3JoI/FfD9gNiYxlIVR7DSM5fahaxus2EHYds1Vq++DxOTLlu3yHR2SEzPeJRKPrOzgZ6sXPaxLJ9tWxUcJ7j/9IrP9u0Knhdc88EhB9uGbdtkRkddbg45VKs+M7Meuh5ogKamXZoaJZJJkYkpl3zeI5PxyBd8DAOmZ9x7prRK+gy58hh3Lt8NK89CYYD5/A1y5THK1Xly5bFFvVJAaEr6LPP5PuZyvSwUBtDNlWXepl0iXbjJXK6XbGn4kTgur4Dr4ZYNnGIVp1jFLZvBKtgHr2rhFKt41eU2L/7i692Sgb+YjvIdd7kE3fNxdfOeocnKvE56IIsaUwnXaJgFk0x/jmrOIDdcIJTU0GIqM+fnmL+eoThZwixaeI5HdjAf5PoXUZgoUZ6pkB8tYFcdwvUhssMFJk7OBDqbnEHzvhT1W2spz1RwLY9YUwQjZ1Ce0ckOFfAsj3BdiPRAjsnTMxQnyxTGi+SGC0QbIsghmYmPpkgP5CiMl7AXtUCl6Qp21SbaEMG1Ay2PrTuk+7PYukO8NYYoi+RHiuRHCh9LjPlJglsu4+YKKK0tSMk4TjaHs5DBnptDTjUgRiLo5y/jzAaiczeXxy0sLixdB3t2HikaQe1sR4qEqV65jjU1jVfRsdMZlOZG5Po6vFIJZz6onvKr1aWfb8G3gtSgk85ijU8u/pxBSiaRamuoXruBm83ipLPg+TiZLEqqAak2GaSrohFCWzfju25g6qhpQWsL0wqiNa5HtbcPHAffMHDmFpAbU8iperxyBWd+4a6i4Q2sjW984xu/u9424W4iQkEQ1t2oqtDZKRGPB6Lk8TGX0qLQs7FRpLk5SCVNTbnouk9Tk8jEhIvjBO8rFDyKRZ/WVpHGRolSyWNszMW2IRyGTZtkNE1gZsZlYcEjHhfo7JTQtGAFXy77jI46q1JnG9jABjawgQ1s4P+f8H1/3bDvQxOeDWxgAxvYwAY2sIGfJtyN8Ny/R/8GNrCBDWxgAxvYwN9S3DXCs4ENbGADG9jABjbwScBGhGcDG9jABjawgQ184rFBeDawgQ1sYAMb2MAnHhuEZwMb2MAGNrCBDXzisUF4NrCBDWxgAxvYwCceG4RnAxvYwAY2sIENfOKxQXg2sIENbGADG9jAJx7/H33pLVUg+ec7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Word cloud for real news\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "real_data = data[data[\"target\"] == \"true\"]\n",
    "all_words = ' '.join([text for text in fake_data.text])\n",
    "\n",
    "wordcloud = WordCloud(width= 800, height= 500,\n",
    "                          max_font_size = 110,\n",
    "                          collocations = False).generate(all_words)\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Most frequent words counter (Code adapted from https://www.kaggle.com/rodolfoluna/fake-news-detector)   \n",
    "from nltk import tokenize\n",
    "\n",
    "token_space = tokenize.WhitespaceTokenizer()\n",
    "\n",
    "def counter(text, column_text, quantity):\n",
    "    all_words = ' '.join([text for text in text[column_text]])\n",
    "    token_phrase = token_space.tokenize(all_words)\n",
    "    frequency = nltk.FreqDist(token_phrase)\n",
    "    df_frequency = pd.DataFrame({\"Word\": list(frequency.keys()),\n",
    "                                   \"Frequency\": list(frequency.values())})\n",
    "    df_frequency = df_frequency.nlargest(columns = \"Frequency\", n = quantity)\n",
    "    plt.figure(figsize=(12,8))\n",
    "    ax = sns.barplot(data = df_frequency, x = \"Word\", y = \"Frequency\", color = 'blue')\n",
    "    ax.set(ylabel = \"Count\")\n",
    "    plt.xticks(rotation='vertical')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Most frequent words in fake news\n",
    "counter(data[data[\"target\"] == \"fake\"], \"text\", 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Most frequent words in real news\n",
    "counter(data[data[\"target\"] == \"true\"], \"text\", 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to plot the confusion matrix (code from https://scikit-learn.org/stable/auto_examples/model_selection/plot_confusion_matrix.html)\n",
    "from sklearn import metrics\n",
    "import itertools\n",
    "\n",
    "def plot_confusion_matrix(cm, classes,\n",
    "                          normalize=False,\n",
    "                          title='Confusion matrix',\n",
    "                          cmap=plt.cm.Blues):\n",
    "    \n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, cm[i, j],\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Peparing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split the data\n",
    "X_train,X_test,y_train,y_test = train_test_split(data['text'], data.target, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 98.76%\n"
     ]
    }
   ],
   "source": [
    "# Vectorizing and applying TF-IDF\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "pipe = Pipeline([('vect', CountVectorizer()),\n",
    "                 ('tfidf', TfidfTransformer()),\n",
    "                 ('model', LogisticRegression())])\n",
    "\n",
    "# Fitting the model\n",
    "model = pipe.fit(X_train, y_train)\n",
    "\n",
    "# Accuracy\n",
    "prediction = model.predict(X_test)\n",
    "print(\"accuracy: {}%\".format(round(accuracy_score(y_test, prediction)*100,2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix, without normalization\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = metrics.confusion_matrix(y_test, prediction)\n",
    "plot_confusion_matrix(cm, classes=['Fake', 'Real'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Tree Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 99.71%\n"
     ]
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "# Vectorizing and applying TF-IDF\n",
    "pipe = Pipeline([('vect', CountVectorizer()),\n",
    "                 ('tfidf', TfidfTransformer()),\n",
    "                 ('model', DecisionTreeClassifier(criterion= 'entropy',\n",
    "                                           max_depth = 20, \n",
    "                                           splitter='best', \n",
    "                                           random_state=42))])\n",
    "# Fitting the model\n",
    "model = pipe.fit(X_train, y_train)\n",
    "\n",
    "# Accuracy\n",
    "prediction = model.predict(X_test)\n",
    "print(\"accuracy: {}%\".format(round(accuracy_score(y_test, prediction)*100,2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix, without normalization\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = metrics.confusion_matrix(y_test, prediction)\n",
    "plot_confusion_matrix(cm, classes=['Fake', 'Real'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 98.98%\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "pipe = Pipeline([('vect', CountVectorizer()),\n",
    "                 ('tfidf', TfidfTransformer()),\n",
    "                 ('model', RandomForestClassifier(n_estimators=50, criterion=\"entropy\"))])\n",
    "\n",
    "model = pipe.fit(X_train, y_train)\n",
    "prediction = model.predict(X_test)\n",
    "print(\"accuracy: {}%\".format(round(accuracy_score(y_test, prediction)*100,2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion matrix, without normalization\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm = metrics.confusion_matrix(y_test, prediction)\n",
    "plot_confusion_matrix(cm, classes=['Fake', 'Real'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
